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-119074	ENR	Kyle Moore	1969-02-16	UHC-40857-32	6723136911	6882 Camelback Rd, Minneapolis, MN, 55458	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-122764	ENR	Lori P Baker	1968-03-05	UHC-81821-18	7122378569	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-104920	ENR	Samuel Ramirez	1986-05-28	UHC-35438-68	5425687978	895 Church St, Glendale, AZ, 85376	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-117123	ENR	Paul M Mejia	1994-10-14	UHC-10438-54	3976107895	6670 Cedar Ln, Minneapolis, MN, 55473	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-117450	ENR	Lisa Hicks	1984-01-14	UHC-45936-13	—	8771 Apache Blvd, Seattle, WA, 98161	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-123859	ENR	Joyce Rios	1977-04-28	UHC-99569-59	7988622151	4611 Oak St, Nashville, TN, 37272	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-122529	ENR	Stephen M Martinez	1989-02-03	UHC-67802-97	8523574147	6738 Indian School Rd, Tampa, FL, 33665	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-126005	ENR	Andrew Martin	1971-06-27	UHC-32419-05	2183477931	2187 River Rd, Plano, TX, 75003	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-118344	ENR	Camila Burton	2003-01-14	UHC-40210-78	3334075142	6355 Mesa Dr, Seattle, WA, 98185	0.80	Name split from “Last, First”City re-cased Email lower-cased Plan code upper-cased
ENR-107289	ENR	Bradley Morrison	1982-11-11	UHC-89051-37	—	461 Central Ave, Tucson, AZ, 85713	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-127030	ENR	Juan P Thompson	1991-10-12	UHC-06717-95	7032197718	161 Ridge Rd, Tampa, FL, 33640	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-127811	ENR	Don Kim	1969-09-21	—	2133668529	4188 Hillcrest Rd, Gilbert, AZ, 85266	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-124495	ENR	Mariana E Matthews	1941-02-12	UHC-24776-39	8857922664	241 Jefferson Ave, Tempe, AZ, 85277	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-107211	ENR	Dennis Marquez	1994-05-12	UHC-77582-78	5153020416	3955 Spring St, Scottsdale, AZ, 85207	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased
ENR-139681	ENR	Carlos C Riivera	1950-02-02	UHC-03714-69	5166720201	4640 Canyon Rd, Eden Prairie, MN, 55372	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-121523	ENR	Gabriel Roberts	1987-01-14	UHC-34367-64	2446596125	6997 Washington St, Eden Prairie, MN, 55399	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-137308	ENR	Ronald Ferguson	1953-03-03	UHC-32246-73	2179560060	50 Hillcrest Rd, San Diego, CA, 92178	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-129210	ENR	Madison Hall	2003-03-14	UHC-21997-55	6544386534	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122708	ENR	Matthew Dunn	2008-11-24	UHC-78000-28	7806051992	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-137974	ENR	Russell Lee	1969-11-26	UHC-11734-93	6108866920	244 Mesa Dr, Glendale, AZ, 85350	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-132640	ENR	Medison D Henry	1991-08-08	UHC-35104-91	2443841196	7269 Highland Ave, Los Angeles, CA, 90083	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-142210	ENR	Alan Warren	1946-09-10	UHC-64777-94	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-123839	ENR	Abigail U Jacobs	1955-11-22	UHC-00074-37	6488929693	670 Harbor Blvd, Miami, FL, 33196	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-120682	ENR	Bruce B Hudson	1961-11-11	UHC-80355-87	4792630309	6612 Mesa Dr, Los Angeles, CA, 90035	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-102503	ENR	Kyle Z Phillips	1964-08-19	UHC-74042-16	7132362744	4114 Cedar Ln, Chandler, AZ, 85235	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-129808	ENR	Michelle M Burns	1938-06-03	UHC-94933-30	3189326726	6585 Bayshore Dr, San Antonio, TX, 78245	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased
ENR-125497	ENR	Amber Payne	1974-01-05	UHC-74098-98	7958717331	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122073	ENR	Paemla Park	1998-03-23	UHC-12081-83	2492047251	2695 Church St, Phoenix, AZ, 85035	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-138465	ENR	Nathan O James	1963-11-15	UHC-07435-25	7886590613	5933 Mesa Dr, Phoenix, AZ, 85013	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-118722	ENR	Keith Owens	1995-10-16	UHC-04440-15	—	2171 Baseline Rd, Minneapolis, MN, 55445	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-128305	ENR	Laura Hayes	1982-02-12	UHC-18951-39	8847645031	8992 Canyon Rd, Minneapolis, MN, 55454	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-130742	ENR	Edward Spencer	1965-03-02	UHC-21630-91	7544692371	2549 Apache Blvd, Minneapolis, MN, 55426	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-129536	ENR	Pamela O Tran	1947-06-05	UHC-02051-22	7449348201	4889 Spring St, Sacramento, CA, 95828	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
ENR-111073	ENR	Nancy Jones	1964-10-04	UHC-09787-34	3044336054	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-121110	ENR	Rth W Flores	2008-03-05	—	9073681366	2065 Elm St, Columbus, OH, 43214	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-104354	ENR	Steven V Patel	1972-10-27	UHC-64870-35	4472914198	3521 Main St, Sacramento, CA, 95837	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-113004	ENR	William Black	1976-09-22	UHC-86608-24	8072140815	1054 Meadow Ln, Eden Prairie, MN, 55381	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-118861	ENR	Gregory Peters	1955-04-11	UHC-87115-20	8178711426	2462 Oak St, Dallas, TX, 75200	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-106128	ENR	Camila K Romero	1996-07-02	UHC-72971-80	3838850653	9641 Forest Ave, Glendale, AZ, 85326	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-131552	ENR	Brittany L Meyer	1957-05-19	UHC-09271-58	4389021854	1609 Apache Blvd, San Diego, CA, 92186	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-136256	ENR	Alexis Bennett	1968-06-04	UHC-65598-14	—	—	0.82	Name split from “Last, First”Date of birth reformatted Email lower-cased
ENR-101443	ENR	Lisa K Dean	1946-06-14	UHC-38719-10	4328640622	9715 Lincoln Way, San Diego, CA, 92170	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-117711	ENR	Julie B Parker	1969-01-20	UHC-44097-04	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted City re-cased
ENR-142057	ENR	Nicole A Arnold	1953-06-26	UHC-07442-46	9375571813	6561 River Rd, Mesa, AZ, 85239	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-131199	ENR	Bradley T Daniels	1938-07-26	UHC-73036-62	5104665254	9430 Lincoln Way, Los Angeles, CA, 90046	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-112512	ENR	Jennifer M Hicks	1968-07-13	UHC-40739-89	6137882807	3711 Central Ave, Minneapolis, MN, 55406	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102030	ENR	William H Ryn	1977-07-24	UHC-69758-29	—	4925 Park Pl, Sacramento, CA, 95887	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-106588	ENR	Carl Rihards	1941-08-04	UHC-93428-71	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-110809	ENR	Theresa Torres	1990-03-18	UHC-55258-87	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-133800	ENR	Josh Rios	1968-05-18	UHC-07268-37	5199577640	8168 Cedar Ln, Las Vegas, NV, 89137	0.82	Name split from “Last, First”Phone reformatted Email lower-cased

4,309 rows, page 79 of 87Previous Next