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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113366	ENR	Alexis S Brooks	1966-03-25	UHC-40867-57	3375987024	741 Ridge Rd, San Antonio, TX, 78284	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131663	ENR	Kathryn Jenkins	1957-01-17	UHC-08226-92	2413367945	1346 Washington St, Chandler, AZ, 85262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111910	ENR	Alan D Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-117492	ENR	Michael Anderson	1947-08-12	—	9392107782	9878 Pine Dr, San Antonio, TX, 78215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114933	ENR	Bob V Wang	1964-11-24	UHC-67542-41	9867866859	8908 Elm St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115172	ENR	Mariana C Alvarez	1951-04-01	UHC-81390-02	8235937971	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100444	ENR	Janice I Allen	1951-06-03	UHC-18978-81	7705300057	8158 Central Ave, Tempe, AZ, 85270	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-116798	ENR	Ralph O Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct, Fresno, CA, 93709	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120721	ENR	Austin B Reid	1958-06-25	UHC-30832-49	6234439959	6147 Harbor Blvd, Mesa, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-119078	ENR	Raymond Harrison	1981-01-01	UHC-40374-90	5546340159	5028 Elm St, Denver, CO, 80298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100294	ENR	Mie U Dunn	2006-08-16	UHC-18186-94	5549773334	7975 Church St, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128307	ENR	Mary O Cox	1991-09-16	UHC-97164-90	—	7706 Ridge Rd, Plano, TX, 75006	0.74	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-115588	ENR	Cynthia Ramirez	1949-07-11	UHC-27116-13	—	8515 Ridge Rd, Tampa, FL, 33642	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133576	ENR	Jose C Hamilton	1980-12-03	UHC-48681-98	2724111994	77 Baseline Rd, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131194	ENR	Philip Sanchez	2003-06-24	UHC-70431-43	8177496064	8972 Church St, Gilbert, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112709	ENR	Wei Jenkins	1985-01-01	UHC-07937-89	6257616400	2854 Elm St, Nashville, TN, 37253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114273	ENR	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA, 92139	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119827	ENR	Denise M Morrison	1980-05-09	UHC-28395-72	7618677344	5045 Bayshore Dr, Sacramento, CA, 95830	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108477	ENR	Alexander H Crawford	1998-12-18	UHC-67276-23	—	8464 Washington St, Minneapolis, MN, 55472	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133137	ENR	Mark Mendez	1948-02-08	UHC-14011-85	4824548239	8805 Willow Ct, Austin, TX, 78755	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110338	ENR	Kenneth F Park	1949-07-22	UHC-68608-54	2286759322	9438 Pine Dr, Los Angeles, CA, 90038	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100359	ENR	Sean O Hamilton	2008-06-24	—	4867838243	6864 Bayshore Dr, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124156	ENR	Aaron Stewart	1952-11-11	UHC-08730-63	4546577754	5965 Market St, Fresno, CA, 93782	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129465	ENR	Steve Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-123075	ENR	Debra J Obrien	2006-10-26	UHC-76374-56	6177505686	6594 Forest Ave, Fresno, CA, 93775	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136088	ENR	James Byant	1982-01-07	UHC-17281-99	5765912996	5544 Mesa Dr, Chandler, AZ, 85203	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137356	ENR	Matthew P Rodriguez	1955-09-11	UHC-64971-35	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115825	ENR	Albert G Moreno	1987-05-04	UHC-41861-66	—	7861 Harbor Blvd, Austin, TX, 78708	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110252	ENR	Hiroshi V Valdez	1969-10-19	UHC-16176-62	8056105283	3890 Lincoln Way, Houston, TX, 77066	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111291	ENR	Patty Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110312	ENR	Jacqueline Williamson	1952-06-01	UHC-44237-32	3996918034	1442 Canyon Rd, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117228	ENR	Lisa King	1967-05-01	UHC-93323-10	5004494195	4323 Union St, Nashville, TN, 37215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119748	ENR	Charles I Burke	1991-05-15	UHC-82580-99	8557747509	3100 Lake View Rd, Atlanta, GA, 30302	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137088	ENR	Carol Q Stephens	2001-03-25	UHC-58061-49	4895472072	959 Market St, San Diego, CA, 92158	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109762	ENR	Evalyn Burke	1951-03-08	UHC-50936-17	8657831045	9253 Valley View Dr, Atlanta, GA, 30365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112507	ENR	Freeman E Eric	1962-05-09	UHC-17531-99	3566904311	4064 Indian School Rd, San Diego, CA, 92165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-122788	ENR	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd Apt 30, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-121013	ENR	Judy Bennett	1968-05-22	UHC-60721-43	6934297827	2494 Apache Blvd, Plano, TX, 75095	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112423	ENR	Timothy B Roberts	2003-12-25	UHC-57913-02	3717633890	5853 Church St, Mesa, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138018	ENR	Jessica E Peterson	2006-07-07	UHC-90927-74	8457061133	8905 Indian School Rd, Scottsdale, AZ, 85296	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
ENR-109822	ENR	Nicole H Woods	1966-05-16	UHC-33636-44	8003368493	3333 Lake View Rd, Orlando, FL, 32897	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117183	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120101	ENR	Doris Lee	1970-03-07	UHC-29225-43	4115754918	5764 Lake View Rd, Charlotte, NC, 28211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111937	ENR	Terry B Fuller	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109484	ENR	Lucia E Butler	1997-12-24	UHC-64949-99	7572629085	3810 River Rd, Denver, CO, 80210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,916 rows, page 142 of 339Previous Next