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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-402000	CLM	Anna UJunk	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128640	ENR	Catherine Ford	1977-12-27	UHC-81203-91	9728980314	1919 Harbor Blvd, Sacramento, CA, 95809	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132214	ENR	Sharon Cunningham	2003-10-05	UHC-87424-59	9002823968	8900 Mountain View Dr, Minneapolis, MN	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124275	ENR	Judith Knight	2002-06-07	UHC-03688-34	9118876910	9778 Baseline Rd, San Antonio, TX, 78256	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115048	ENR	Arthur George	2000-07-02	UHC-37062-38	4044005556	3309 Sunset Blvd, Las Vegas, NV, 89177	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129950	ENR	Betty P Elliott	1959-03-21	UHC-42063-20	9626112750	9399 Central Ave, Columbus, OH, 43290	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102597	ENR	Kelly Ray	1956-10-25	UHC-29979-94	8962091304	7409 Hillcrest Rd, Fresno, CA, 93743	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142773	ENR	Bryan X Cole	1980-05-18	UHC-40503-58	5152782288	2690 Union St, Denver, CO, 80218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408952	CLM	Sarah Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107219	ENR	Mei N Watkins	1986-04-13	UHC-62597-73	8613746117	2223 Apache Blvd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-61276	TPA	Peter Cunningham	1949-04-19	UHC-72694-61	4467887589	331 Church St, Nashville, TN, 37293	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-122892	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400867	CLM	Zachary Geoge	1999-07-23	UHC-99695-66	9389999112	6658 Central Ave, Fresno, CA, 93763	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431687	CLM	Andrew Q Marshall	1982-04-17	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-131917	ENR	Samantha Y Rose	1989-04-19	UHC-87146-46	8297950727	5577 Washington St, Tucson, AZ, 85710	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-140349	ENR	Judy T Knight	—	UHC-66791-46	6213498511	1771 Ridge Rd, Scottsdale, AZ, 85284	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128608	ENR	Charles O Fuller	1942-11-20	UHC-40826-72	2699632658	227 River Rd, Charlotte, NC, 28221	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426320	CLM	Abby O Price	1964-04-17	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-416121	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	9149678015	9248 Palm Dr, Sacramento, CA, 95860	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123910	ENR	Sean Yang	1966-01-27	UHC-08711-40	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108619	ENR	Helen Vazquez	1980-06-04	UHC-23011-57	—	1526 Market St, Houston, TX, 77084	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-421368	CLM	Jeffrey U Baker	1984-07-10	UHC-91386-44	—	1091 Harbor Blvd, Tucson, AZ, 85727	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120645	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56814	TPA	Raymond Martinez	1964-07-23	UHC-76339-68	3256581547	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-101576	ENR	Julie P Romero	1940-12-17	UHC-28284-55	7752013906	5302 Apache Blvd, Denver, CO, 80229	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114289	ENR	Chuck Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-429125	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106420	ENR	Roger Gomez	1993-01-02	UHC-24168-21	4029881854	5333 Harbor Blvd, Los Angeles, CA	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-119072	ENR	Diego Boyd	2002-09-23	UHC-90958-04	7437540518	6612 Washington St, Columbus, OH, 43294	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
ENR-102848	ENR	Denise O Harrison	2008-01-27	UHC-68862-97	3634355973	5514 Camelback Rd, Chandler, AZ, 85289	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138475	ENR	Hiroshi Z Pierce	1953-06-21	UHC-28665-10	4506160415	8169 Canyon Rd Apt 21, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more

7,723 rows, page 24 of 155Previous Next