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-125567	ENR	Victoria S Kinng	1947-04-28	UHC-77902-23	5259996981	8023 Hillcrest Rd, Fresno, CA, 93753	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-112913	ENR	Santiago M Munoz	2005-03-19	UHC-00179-07	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-127857	ENR	Anthony Collins	1995-05-10	UHC-10472-57	4309122429	6148 Washington St, Houston, TX, 77071	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-139590	ENR	Michael George	1955-06-24	UHC-92579-34	—	3589 Baseline Rd, Miami, FL, 33173	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-137539	ENR	Adam F Dixon	1988-08-08	UHC-24881-90	3972943293	7444 Broadway, Los Angeles, CA, 90044	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-122301	ENR	Julie P Ray	1963-04-21	UHC-78122-17	5228071286	7205 Willow Ct, Denver, CO, 80218	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-122190	ENR	Patrikc Q Crawford	1957-03-28	UHC-70458-64	9813475531	4421 Grand Ave, Mesa, AZ, 85275	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-131626	ENR	Walter Hudson	1956-04-10	UHC-90563-18	—	9253 Elm St, Tucson, AZ, 85738	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-132025	ENR	Patricck Bowman	1952-05-03	UHC-31246-61	2323184101	3632 Ridge Rd, Los Angeles, CA, 90095	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-111594	ENR	Jeffrey L Griffin	1944-08-13	UHC-57372-73	—	8977 Ridge Rd, Seattle, WA, 98189	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-101886	ENR	Patrick Y Bishop	1974-10-03	UHC-93699-11	9306936920	7761 Grand Ave, Fresno, CA, 93762	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-142012	ENR	Albert Freeman	1997-04-04	UHC-15406-38	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-114160	ENR	Kathryn I Little	1995-03-05	UHC-44764-84	8486050713	7695 Park Pl, Miami, FL, 33129	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-102149	ENR	Arjun S McCoy	1954-05-11	UHC-52864-82	7072696885	3672 Camelback Rd, Orlando, FL, 32804	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
ENR-141731	ENR	Teresa L Harvey	1980-06-13	UHC-09494-41	9537416829	1397 Oak St, Seattle, WA, 98198	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-134656	ENR	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave, Phoenix, AZ, 85096	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-127113	ENR	Lori R Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-103629	ENR	Danielle Perry	1981-01-25	UHC-15283-06	7823792073	372 Church St, Denver, CO, 80253	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-134220	ENR	Helen Lane	1975-05-05	—	5774623939	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102337	ENR	Jeremy Bailey	1956-06-22	UHC-93530-44	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-116866	ENR	Emma Nunez	1955-05-11	UHC-09511-67	—	2707 Bayshore Dr, Houston, TX, 77041	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130296	ENR	Nicole Santos	1938-12-19	UHC-30514-07	2537013915	9029 Ocean Ave, Minneapolis, MN, 55437	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-103005	ENR	Alex W Munoz	1998-07-01	UHC-78751-46	4576389669	626 Maple Ave, Austin, TX, 78742	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-105225	ENR	Jennifer R Santiago	1960-07-25	UHC-46898-90	3658345495	9526 Meadow Ln, Houston, TX, 77088	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-122703	ENR	Sophia Larson	1987-04-20	UHC-69834-51	3029012528	6801 Washington St, Tempe, AZ, 85263	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-108698	ENR	Alexander Rose	1978-06-08	UHC-33854-74	7467454489	2877 Washington St, Austin, TX, 78758	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-119359	ENR	Jack Schmidt	1991-03-04	UHC-82922-67	6667473273	9893 Lincoln Way, Los Angeles, CA, 90017	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-100900	ENR	Sean Walker	1942-01-28	UHC-66374-17	9216832371	329 Jefferson Ave, Tucson, AZ, 85784	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-105144	ENR	Margaret Arnold	1952-02-28	UHC-25383-74	8799180451	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-139555	ENR	Angela Carroll	1941-10-15	UHC-74951-15	—	1441 Indian School Rd, Seattle, WA, 98131	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-139554	ENR	Angela Carroll	1941-10-15	UHC-74951-15	—	1441 Indian School Rd, Seattle, WA, 98131	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-110736	ENR	Paul Padilla	1957-12-06	UHC-43955-02	6535784633	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-117710	ENR	Bradley Johnson	1940-08-14	UHC-61999-90	—	5772 Ocean Ave, Mesa, AZ, 85292	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-115799	ENR	Lisa O Walker	1960-01-24	UHC-66353-78	4962548510	—	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-116939	ENR	Russell G Smith	2002-07-05	UHC-62805-28	—	8088 Ridge Rd, Eden Prairie, MN, 55377	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-135877	ENR	Lori I Armstrong	1939-08-17	UHC-85173-78	—	319 River Rd, Charlotte, NC, 28225	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-109297	ENR	Sharon Rogers	1971-03-15	UHC-06338-10	—	6906 Apache Blvd, Houston, TX, 77080	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-136239	ENR	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-100403	ENR	Gary P Santos	2006-02-11	UHC-77735-49	3813819148	9017 Bayshore Dr, Jacksonville, FL, 32204	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-126592	ENR	Raymond R Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-137793	ENR	Christupher D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-132141	ENR	Jerry I Perkins	1960-02-18	UHC-57735-93	4963183625	1106 Mesa Dr, Nashville, TN, 37212	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-131503	ENR	Santiago Mason	2007-05-19	UHC-55720-62	9562514898	8400 Pine Dr, Nashville, TN, 37268	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-133344	ENR	Austin Myers	1966-12-10	UHC-06290-60	7056855946	8458 Market St, Tucson, AZ, 85734	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-129648	ENR	Timothy N Wheeler	1939-02-03	UHC-43507-18	2362790687	3238 Jefferson Ave, San Antonio, TX, 78239	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-119247	ENR	Teresa G Hill	1958-06-28	UHC-97178-20	4022294079	—	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-104348	ENR	Sofia Vargas	1954-02-16	UHC-72868-40	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.82	Name split from “Last, First”Date of birth reformatted Plan code upper-cased
ENR-137397	ENR	Paul Ross	1983-09-13	UHC-15295-38	—	3208 Lincoln Way, Plano, TX, 75029	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-139496	ENR	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-126213	ENR	Yuki E Ross	1982-03-01	UHC-58641-49	8896894210	2922 Park Pl, Las Vegas, NV, 89190	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted

4,309 rows, page 82 of 87Previous Next