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-110655	ENR	Nancy Moraales	2004-10-22	UHC-83703-84	8393092767	6401 Ridge Rd, Dallas, TX, 75268	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135696	ENR	Edward Henry	2005-04-14	UHC-72922-81	6636825496	4759 Ridge Rd, Nashville, TN, 37238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104339	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133451	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	—	4155 Lincoln Way, Tampa, FL, 33620	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134786	ENR	Nicole I Murray	1973-03-06	—	5418403697	7168 Park Pl, Denver, CO, 80296	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100506	ENR	Ana George	1976-08-11	UHC-80940-37	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114817	ENR	Jacqueline T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127530	ENR	Hannah F Kelley	1965-04-02	UHC-51043-32	9588503503	1591 Broadway # 934, Columbus, OH, 43275	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101299	ENR	Garrett I Jason	2002-09-09	UHC-15801-99	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115251	ENR	Bruce E Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr, Phoenix, AZ, 85096	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107878	ENR	Amber Vazquez	1973-10-18	UHC-91224-37	4248261496	207 Apache Blvd, Nashville, TN, 37212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106117	ENR	Christina Y Snyder	1943-04-03	UHC-67945-04	4248819209	5219 Willow Ct, Phoenix, AZ, 85058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122028	ENR	Ana Z Watkins	2003-05-15	UHC-50126-88	3909087968	1362 Market St, Seattle, WA, 98126	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101231	ENR	Jonathan King	1958-10-06	UHC-35994-06	5342315110	8496 Indian School Rd, Austin, TX, 78726	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135983	ENR	Thompson Gary	1995-03-11	UHC-01785-92	8643529660	9781 Jefferson Ave, Fresno, CA, 93734	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116171	ENR	Matthew N Holmes	2006-09-25	UHC-18381-60	9734445102	7504 Meadow Ln, Charlotte, NC, 28280	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117115	ENR	Jeremy Snyder	1988-04-05	UHC-65942-65	4686701391	106 Washington St, Denver, CO, 80272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108467	ENR	Gloria Gardner	1977-09-07	UHC-15340-11	8578792676	952 Ridge Rd, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128587	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128586	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108868	ENR	Willie H Brooks	1964-08-16	UHC-86310-91	5528132371	1402 Indian School Rd, Las Vegas, NV, 89178	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135727	ENR	Carolyn Smith	1946-04-21	UHC-59178-53	9613435454	5400 Canyon Rd, Austin, TX, 78727	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104435	ENR	Steven Palmer	2004-11-16	UHC-23489-71	4419845218	5836 Apache Blvd, San Diego, CA, 92176	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103138	ENR	Josh Turner	1948-07-10	UHC-50096-50	2783506599	8193 Harbor Blvd, Mesa, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112804	ENR	Gabriel I Robinson	1995-10-14	UHC-26692-02	4463885160	4461 Jefferson Ave, Dallas, TX, 75243	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111135	ENR	Josh T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100312	ENR	Hannah S Wech	1980-05-12	UHC-28694-16	7318990955	5944 Union St, San Diego, CA, 92127	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120440	ENR	Marilyn X Salazar	1960-02-23	UHC-70510-93	—	256 Forest Ave, Seattle, WA, 98193	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142612	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142611	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133778	ENR	Laura Olson	1956-01-06	UHC-58493-65	8858358928	4807 Bayshore Dr, Sacramento, CA, 95855	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123372	ENR	Janet Ray	1977-05-11	UHC-56456-99	7294346173	7888 Apache Blvd, Glendale, AZ, 85309	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133169	ENR	Dot N Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128115	ENR	Karen L Foster	1992-04-04	UHC-09837-69	6845393615	4572 Grand Ave, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105172	ENR	Shirley W Herrera	1993-02-26	UHC-42017-70	5719728607	8706 Baseline Rd, Fresno, CA, 93701	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135805	ENR	Patricia O Duncan	2004-11-07	UHC-06336-29	5884119837	186 Main St, Mesa, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135970	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135971	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133544	ENR	Maggie T Vega	1938-05-15	UHC-17938-96	8769037275	8191 Grand Ave, Las Vegas, NV, 89101	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131345	ENR	Justin P Gonzalez	1959-09-26	UHC-86331-58	5439393152	5314 Church St, Las Vegas, NV, 89133	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101041	ENR	Angeal Yang	1970-01-18	UHC-08091-97	—	7662 Oak St, Austin, TX, 78702	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115325	ENR	Abigail A Hill	1992-09-20	UHC-84222-34	7665323188	6087 Grand Ave, Charlotte, NC, 28221	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140118	ENR	Billy Reid	1998-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127392	ENR	Hayes G Danielle	2006-05-04	UHC-22143-51	3479819218	2434 Spring St, Las Vegas, NV, 89166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130060	ENR	Elizabeth G Matthews	1945-02-02	UHC-57771-37	6698393011	2757 Ridge Rd, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117966	ENR	Jonathan Marquez	1967-09-02	UHC-77267-25	2716147183	6239 Canyon Rd, Dallas, TX, 75217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138126	ENR	Diana E Hunter	1979-08-04	UHC-94261-15	3552938225	5523 Central Ave, Tampa, FL, 33646	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141720	ENR	Judy Y Banks	1995-10-25	UHC-08571-74	9795987629	6291 Canyon Rd, Tempe, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135714	ENR	Scott Rogers	1967-04-24	UHC-44575-22	4475385483	1447 Oak St, Los Angeles, CA, 90097	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117838	ENR	Beverly Gardner	2000-03-01	UHC-49158-04	5062425051	8561 Desert Sky Blvd, Phoenix, AZ, 85002	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

13,989 rows, page 114 of 280Previous Next