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-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-137317	ENR	Lucya K Long	1996-10-19	UHC-58798-83	8582663360	3137 Sunset Blvd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104627	ENR	Natalie N Martinez	1951-10-28	UHC-91807-65	—	8827 Hillcrest Rd, Los Angeles, CA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128917	ENR	Brittany U Carpenter	1994-11-22	UHC-26223-55	8944326983	9136 Bayshore Dr, Columbus, OH, 43285	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115605	ENR	Pat Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103876	ENR	Ryan Wilson	1969-05-02	UHC-40088-45	9328522874	5158 Harbor Blvd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102201	ENR	Dorothy S Jacobs	1942-02-04	UHC-33416-55	4322011656	5935 Mountain View Dr, Austin, TX, 78767	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101892	ENR	Amanda M Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113087	ENR	Russell Marqez	1962-03-11	UHC-20668-29	2913710345	2146 Mesa Dr, Scottsdale, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119617	ENR	Jeremy Fernandez	1943-06-17	UHC-82545-81	4697208333	842 Church St # 661, Charlotte, NC, 28265	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-123888	ENR	Judy Fields	2000-07-01	UHC-10182-02	7439539610	2490 Willow Ct, Tucson, AZ, 85788	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-134088	ENR	Megan Carr	1951-10-23	UHC-22047-95	—	3795 Elm St, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126392	ENR	Sandra N Rose	1960-05-08	UHC-24784-55	—	2061 Camelback Rd Apt 27, Tucson, AZ, 85708	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112524	ENR	Beverly A Torres	1975-04-27	UHC-83323-48	3243824478	279 River Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104694	ENR	Bell U Benjamin	1987-05-19	UHC-88671-74	4879437971	8479 Camelback Rd, Minneapolis, MN, 55428	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126737	ENR	Drew Matthews	1980-07-04	UHC-58353-57	4503420006	606 Church St, Miami, FL, 33129	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-119141	ENR	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132061	ENR	Betty J Jones	1986-01-09	UHC-95087-33	2097690831	7021 Church St, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101669	ENR	Sophia P Edwards	1953-10-21	UHC-83419-85	9888400492	6192 Canyon Rd, Columbus, OH, 43270	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132204	ENR	Mtaeo Collins	1989-11-16	—	—	3740 Union St, Dallas, TX, 75286	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-135863	ENR	Kelly S Jones	1959-06-27	UHC-87480-35	5173227883	4723 Maple Ave, Miami, FL, 33102	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-116129	ENR	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142440	ENR	Maria G Marshall	2002-02-08	UHC-46344-65	—	—	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-104086	ENR	Sophia D Kelley	1945-05-07	UHC-54355-98	9833794461	9351 Park Pl, Dallas, TX, 75261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120619	ENR	Ben O Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126320	ENR	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136531	ENR	George W Johnston	1985-06-01	UHC-45237-98	5974224185	1092 Highland Ave, Austin, TX, 78798	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119045	ENR	Eugene Shaw	2004-11-24	UHC-47201-99	2788236660	8996 Mesa Dr, Gilbert, AZ, 85254	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130205	ENR	Roger Powell	1993-07-07	UHC-24883-81	7747432929	7669 Lincoln Way, Eden Prairie, MN, 55350	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138326	ENR	Denise W Daniels	1984-02-09	—	5729107954	5397 Valley View Dr, Denver, CO, 80228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117926	ENR	Carol F Owens	1976-05-19	UHC-59852-07	5239866108	2011 Camelback Rd, Phoenix, AZ, 85006	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102694	ENR	Kelly V Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125689	ENR	Larry Rojas	2002-07-16	UHC-95279-11	2176116806	9139 Palm Dr, Seattle, WA, 98103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110844	ENR	Sofia Simmons	1981-03-04	UHC-52191-53	7134001449	3595 Elm St, Miami, FL, 33192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106881	ENR	Randy Nichols	2004-09-25	UHC-80809-06	6048711724	3698 Forest Ave, Scottsdale, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111869	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	5279983210	1981 Mountain View Dr, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120953	ENR	Rachel H Allen	1990-08-27	UHC-61641-27	9706551598	1261 Lake View Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140745	ENR	Dorothy D Russell	1954-08-02	UHC-46658-12	6183804558	7312 Jefferson Ave, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110612	ENR	Joyce Bailey	1991-02-18	UHC-28841-84	5255147377	6045 Sunset Blvd, Tucson, AZ, 85728	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103225	ENR	Olivia I Hunt	1987-09-16	UHC-22928-25	5355722990	8481 Union St, Miami, FL, 33166	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117063	ENR	Daniel B Long	1991-04-20	UHC-54887-82	5307312182	7111 Lake View Rd, Chandler, AZ, 85297	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140896	ENR	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	9232 Bayshore Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139034	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 56 of 280Previous Next