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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114405	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129713	ENR	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137990	ENR	Carol O Bryant	1951-09-03	UHC-00004-76	8264140892	2505 Meadow Ln, Jacksonville, FL, 32292	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108161	ENR	Alexis L Rodriguez	1965-01-09	UHC-96452-55	8669785856	8359 Camelback Rd, Seattle, WA, 98199	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139668	ENR	Dorothy Meyer	2001-03-06	UHC-20628-10	5598047680	5323 Grand Ave, Minneapolis, MN, 55433	0.74	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118186	ENR	Stephen Lucas	1988-02-15	UHC-60071-66	7332216110	5817 Willow Ct, Scottsdale, AZ, 85265	0.74	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-119586	ENR	Fatima S Soto	1992-08-20	UHC-71122-66	9602023455	8728 Sage Ct, Columbus, OH, 43230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131127	ENR	Brandon O West	1986-09-18	UHC-84620-94	7765096682	3596 Ocean Ave, Las Vegas, NV, 89199	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101237	ENR	Sarra T Gardner	2001-06-07	UHC-60628-62	2685497540	3480 Sage Ct, Fresno, CA, 93717	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-122088	ENR	Catherine U Andrews	1946-06-08	UHC-95338-32	3709900809	8340 Lincoln Way, Atlanta, GA, 30383	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
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-122995	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122996	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-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-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-141969	ENR	Matthew Greene	1950-01-01	UHC-91766-10	5744343927	2954 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-137896	ENR	Janice Rose	1962-07-21	UHC-67004-45	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111948	ENR	Catherine D Gordon	1995-11-23	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138411	ENR	Donna Moreno	1950-03-17	UHC-42001-77	2593735032	7910 Indian School Rd, Glendale, AZ, 85316	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131970	ENR	Austin Rose	1944-06-18	UHC-24245-99	8235775049	4041 Forest Ave, Plano, TX, 75007	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-110786	ENR	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106134	ENR	Deb Hudson	1938-07-01	UHC-17166-07	4636112740	8863 Main St, Tempe, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106133	ENR	Dennis Stevens	1979-04-03	UHC-46768-91	2822774767	365 Forest Ave, Phoenix, AZ, 85033	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-101551	ENR	Maria Simpson	1939-09-04	UHC-55315-51	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-124772	ENR	Eric I Weber	1941-05-28	UHC-30418-97	2944307087	3755 Mountain View Dr, Atlanta, GA, 30352	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-142885	ENR	Bobby Myers	1956-05-09	UHC-26951-75	5732117958	4441 Mesa Dr, Phoenix, AZ, 85041	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-133888	ENR	Santiago Hunt	1966-03-21	UHC-65954-30	5516131042	8227 Apache Blvd, Eden Prairie, MN, 55369	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-127903	ENR	Susan X Hill	1945-07-03	UHC-93575-40	7576463153	6608 Harbor Blvd, San Diego, CA, 92195	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-137274	ENR	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St, Mesa, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128588	ENR	Ethan L Turner	1980-04-18	UHC-41616-89	7226669340	2619 Highland Ave, Sacramento, CA, 95874	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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

13,989 rows, page 115 of 280Previous Next