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-138804	ENR	Roy W Edwards	1991-09-12	UHC-95393-02	2316610302	6782 Harbor Blvd, Seattle, WA, 98114	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-136076	ENR	Barbera L Kennedy	1969-02-21	UHC-10787-91	3258561919	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-133318	ENR	Dorothy Larson	1963-06-04	UHC-65134-70	5072231371	809 Ridge Rd, Los Angeles, CA, 90047	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118752	ENR	Fatima Pena	1940-12-03	UHC-34378-05	2162230056	8502 Broadway, Orlando, FL, 32889	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-141155	ENR	Ryan T Anderson	1999-10-17	UHC-78959-95	5563823951	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-119852	ENR	Janet Lawson	1984-11-18	UHC-13690-62	5126694176	6354 Park Pl, Seattle, WA, 98159	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-142870	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-134775	ENR	Gilbert Abigail	2007-07-19	UHC-90522-19	4892572406	1028 Grand Ave, Nashville, TN, 37214	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-117841	ENR	Janet Dunn	1969-05-20	—	7038497022	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-127845	ENR	Sharon X Reynolds	1981-02-01	UHC-55069-69	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-127641	ENR	Jessica U Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-110732	ENR	Richard Silva	2005-06-25	UHC-51819-30	2443506833	4024 Lake View Rd, Gilbert, AZ, 85206	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108558	ENR	Greg Myers	1963-03-11	UHC-56955-74	4165168613	5794 Lincoln Way, Fresno, CA, 93777	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-100706	ENR	Isabella Harrison	1987-09-12	UHC-74842-60	9333412719	1414 Apache Blvd, Glendale, AZ, 85363	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-112590	ENR	Dorothy Burke	1976-08-12	UHC-46982-08	8855066067	3149 Harbor Blvd, Denver, CO, 80226	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
ENR-122505	ENR	Jeremy Perkins	1984-03-05	UHC-28780-80	4355137165	2499 Forest Ave, Tucson, AZ, 85789	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-103050	ENR	Austin M Yang	1983-07-18	UHC-35695-44	8615822064	9563 River Rd, Los Angeles, CA, 90099	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-112024	ENR	Juan Mason	1991-06-04	UHC-64375-11	3786491061	415 Ocean Ave, Eden Prairie, MN, 55352	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-123605	ENR	Sophia Benntt	1958-07-01	UHC-88981-10	3943074160	4092 Ridge Rd, Houston, TX, 77081	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-130489	ENR	Philip B Perkins	1972-12-22	UHC-55250-17	4803522233	3449 Palm Dr, Seattle, WA, 98192	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-105810	ENR	Diaz O Billy	1946-11-23	—	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-133057	ENR	Nicholas E Ptaterson	1966-10-09	UHC-92913-36	4209904362	8555 Valley View Dr, Nashville, TN, 37296	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-127519	ENR	Timothy H Vasquez	1946-08-16	UHC-40176-50	8972271401	4462 Baseline Rd, San Antonio, TX, 78200	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-142309	ENR	Fatima Q Jacobs	1975-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-129241	ENR	Frank A Payne	1995-07-16	UHC-69731-21	7224111339	1501 Washington St, Glendale, AZ, 85300	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-112044	ENR	Omar Green	1975-11-18	UHC-55015-60	7545319554	6592 Hillcrest Rd, Miami, FL, 33193	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-120418	ENR	Vincent Bishop	1941-07-16	UHC-65761-48	2245069724	6350 Jefferson Ave, Charlotte, NC, 28215	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-123412	ENR	Aaron Jensen	1969-05-08	UHC-04939-84	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-119214	ENR	Laura Howaard	1997-03-08	UHC-87745-99	3688222370	1777 Maple Ave, Charlotte, NC, 28257	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-104624	ENR	Kelly N Shaw	1994-12-10	UHC-70062-36	6076675610	7662 Lake View Rd, Chandler, AZ, 85265	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-104162	ENR	Rebecca G Phillpis	1966-11-25	UHC-96782-86	5047057126	2503 Lincoln Way, Miami, FL, 33141	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-128422	ENR	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-108352	ENR	Lawson T Michael	1976-04-01	UHC-31605-12	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-102990	ENR	Thomas Rios	1948-10-16	UHC-86093-47	4266202085	9851 Hillcrest Rd, Fresno, CA, 93708	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-124982	ENR	Keith Robinson	1981-11-05	UHC-40022-20	9504651193	7321 Baseline Rd, Los Angeles, CA, 90066	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-108767	ENR	Ken R Hunter	1970-02-17	UHC-04666-05	4315968454	7067 Indian School Rd, Fresno, CA, 93789	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-117573	ENR	Eric M Jenkins	2004-02-27	UHC-92029-18	4014251483	8967 Pine Dr, Nashville, TN, 37247	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-140867	ENR	Michelle Walker	1970-05-23	UHC-76125-07	4664126436	1165 Lincoln Way, Tucson, AZ, 85731	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-113511	ENR	Jean S Perry	1970-03-06	UHC-64894-57	7179792737	8115 Park Pl, Seattle, WA, 98129	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-105502	ENR	Diego Morrison	1940-11-23	UHC-99934-30	5542714013	8734 Church St, Jacksonville, FL, 32268	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-121710	ENR	Arjun E Fuller	1999-03-20	UHC-96702-78	7079476107	3465 Forest Ave, Sacramento, CA, 95878	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109294	ENR	Jesse Spencer	1943-11-24	UHC-33209-09	5777704546	5080 Harbor Blvd, Seattle, WA, 98107	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-106850	ENR	Jeremy Meyer	1963-04-07	UHC-94721-53	5479913525	8223 Spring St, Chandler, AZ, 85277	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-104066	ENR	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-126414	ENR	Eugene P Soto	1943-10-12	UHC-95539-64	7342840239	5141 Main St, Plano, TX, 75009	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-142630	ENR	Omar Griffin	1943-12-18	UHC-82138-99	2444687052	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-140510	ENR	Ronald Silva	1946-07-18	UHC-17595-95	8405450144	1710 Harbor Blvd, Glendale, AZ, 85399	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-123431	ENR	Rachel L Knight	1952-08-19	UHC-02024-63	5962298603	2133 Grand Ave, Fresno, CA, 93735	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138777	ENR	Ronald Porter	2005-09-09	UHC-07489-34	8736252727	786 Mesa Dr, Eden Prairie, MN, 55339	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-136155	ENR	Janet S Vasquez	1993-06-15	UHC-66371-33	6954664670	154 Desert Sky Blvd, Dallas, TX, 75202	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

4,309 rows, page 77 of 87Previous Next