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-125110	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102815	ENR	Turner Y Bradley	1966-11-05	UHC-15560-80	7004143120	7038 Baseline Rd, Fresno, CA, 93721	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108113	ENR	Nicholas Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126518	ENR	Karen Mendez	2005-01-15	UHC-38039-49	9045750776	4299 Desert Sky Blvd, Jacksonville, FL, 32264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108099	ENR	Christina J Harrison	1983-12-03	UHC-49614-16	7244681626	1526 Union St, Fresno, CA, 93724	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112671	ENR	Larry Y Moore	1979-07-17	UHC-67568-05	6365342508	399 Sage Ct, Sacramento, CA, 95808	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139597	ENR	Robert Brooks	2008-09-06	UHC-09505-91	9147951971	7051 Ridge Rd, Nashville, TN, 37212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137320	ENR	Daniel Simmons	1983-03-21	UHC-22539-64	6042485851	3758 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132976	ENR	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	236 Ocean Ave, Seattle, WA, 98140	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130066	ENR	Joshua Greene	1946-05-02	UHC-87567-83	6514949867	2357 Valley View Dr, Nashville, TN, 37251	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141606	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	4234023147	1602 Canyon Rd, Tempe, AZ, 85203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117999	ENR	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd Apt 30, Mesa, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-124618	ENR	Christian A Estrada	1992-03-02	UHC-18584-05	8767803639	2599 Main St, San Diego, CA, 92116	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-132383	ENR	Helen H Hicks	1948-05-09	UHC-09464-93	8434654847	8398 River Rd, Glendale, AZ, 85364	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129391	ENR	Thomas U Baker	1955-02-04	UHC-94453-11	3602443718	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109105	ENR	Austin Walsh	2006-10-21	UHC-77688-70	6914855247	8506 Bayshore Dr Apt 16, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-139568	ENR	Bobby Little	1983-04-03	UHC-49754-96	—	944 Market St, Charlotte, NC, 28203	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101848	ENR	Sofia Padilla	2007-03-04	UHC-77527-78	2487623563	5934 Elm St, Gilbert, AZ, 85218	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139744	ENR	Ruth J Baekr	1971-12-09	UHC-70391-44	9604275339	5236 Spring St, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-142809	ENR	Stephanie Q Patterzon	1994-11-07	UHC-56178-98	9466348808	9021 Highland Ave, Houston, TX, 77009	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125340	ENR	Debra E Mendoza	1969-06-12	UHC-60261-01	7106419855	9102 Desert Sky Blvd, Houston, TX, 77079	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133003	ENR	Pattrick M Myers	1940-01-15	UHC-08729-60	3512673039	8193 Elm St, Chandler, AZ, 85244	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135938	ENR	Lias Washington	1989-09-12	UHC-62329-19	9767816090	6189 Union St, Glendale, AZ, 85331	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-129734	ENR	Priya J Price	1991-09-09	UHC-86266-54	3308573968	7015 Sage Ct, Las Vegas, NV, 89161	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119358	ENR	Emily Matthews	1969-03-01	UHC-29986-98	8814758885	7506 Indian School Rd, Houston, TX, 77060	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-131795	ENR	Ronald Hunt	1943-08-08	UHC-25904-18	6139782142	8537 Mesa Dr, Plano, TX, 75006	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131611	ENR	Carol M Sandoval	1945-11-17	UHC-11284-10	—	8399 Willow Ct, Gilbert, AZ, 85263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142669	ENR	Thoas M Marsall	1960-09-16	UHC-57129-71	5044031070	1318 Desert Sky Blvd, Houston, TX, 77099	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133575	ENR	Larry P Scott	1959-05-02	UHC-71879-30	9864663872	1815 Lincoln Way, Nashville, TN, 37257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101080	ENR	Roy Y George	1939-08-19	—	3097223586	5690 Palm Dr, San Antonio, TX, 78265	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124821	ENR	Kyle O Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107216	ENR	Ruth Martin	1995-09-20	UHC-13751-02	3679536044	9727 Market St, Atlanta, GA, 30324	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129656	ENR	Thomas X Hicks	1959-06-20	UHC-17270-31	5229434669	9517 Hillcrest Rd, Phoenix, AZ, 85008	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116132	ENR	Russell M Andrews	1955-08-05	UHC-31797-13	5289009325	1441 Canyon Rd, Nashville, TN, 37243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114679	ENR	Ronald E Jenkins	1959-10-24	UHC-45399-14	—	9848 Hillcrest Rd, Seattle, WA, 98173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109574	ENR	Bryan Campbell	1947-12-03	UHC-92636-35	9889904699	321 Willow Ct, Tucson, AZ, 85706	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107558	ENR	Catherine Sullivan	1992-08-13	UHC-40995-22	9107565715	7457 Cedar Ln, Jacksonville, FL, 32258	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116745	ENR	Timothy Y Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101438	ENR	Thomas J Walker	1989-10-05	UHC-43323-39	4109704364	6661 Grand Ave, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117187	ENR	Ann Barnes	2002-11-15	UHC-79988-61	8394609081	9185 Central Ave, Charlotte, NC, 28233	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141104	ENR	Theresa M Harper	1995-11-04	UHC-75605-78	4966327429	6223 River Rd, Mesa, AZ, 85294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104892	ENR	Rutth Richardson	1955-12-15	UHC-95017-79	4884441471	8875 Indian School Rd, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-111689	ENR	Bryan Salazar	2001-02-12	UHC-20241-66	3944604231	3405 Camelback Rd, Phoenix, AZ, 85028	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114623	ENR	Joshua Yang	1940-09-11	UHC-29788-90	6384536285	960 Central Ave, Tampa, FL, 33622	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142180	ENR	Matthew Bennett	1960-12-27	UHC-23368-20	9269975765	4921 Elm St, Austin, TX, 78741	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103530	ENR	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122055	ENR	Daniel P Patel	1995-10-17	UHC-17742-04	4688753594	8966 Sunset Blvd, Las Vegas, NV, 89196	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139124	ENR	Rachel Taylor	2001-03-12	UHC-19337-80	4766929842	5103 Indian School Rd, Atlanta, GA, 30347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122177	ENR	Elizabeth Q Carroll	1940-11-16	UHC-82644-86	7293991321	5773 Forest Ave, Sacramento, CA, 95810	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122004	ENR	Walter W Black	1952-02-19	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 163 of 339Previous Next