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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104153	ENR	Paul G Holmes	1975-10-09	UHC-92596-05	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134788	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134789	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117545	ENR	Ruth Sanders	1976-10-18	UHC-33824-96	8105852778	8937 Ocean Ave, Mesa, AZ, 85255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429118	CLM	Roy Wood	1950-08-01	UHC-79301-86	7655754581	5991 Church St, Sacramento, CA, 95881	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-139422	ENR	Hayes Patrick	1989-06-27	UHC-62613-40	9055286223	2698 Forest Ave, Tampa, FL, 33611	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124887	ENR	Joseph U Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56815	TPA	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422817	CLM	Cheryl C Barnes	1966-10-02	—	—	6986 Mountain View Dr, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118535	ENR	Betty Russell	1946-01-04	—	3286897236	8845 Sunset Blvd, Orlando, FL, 32866	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129634	ENR	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	9525 Apache Blvd, San Antonio, TX, 78273	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424763	CLM	Grace S Barnes	2010-12-22	—	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118327	ENR	Cheryl Wells	1996-05-23	UHC-85133-15	7367526763	8038 Ocean Ave, Minneapolis, MN, 55460	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-406361	CLM	Michael T Lawson	1976-04-01	—	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
TPA-61782	TPA	Rachel D Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411890	CLM	Ryan D Fuller	1965-12-23	—	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141833	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136664	ENR	Nancy Jaes	1956-09-17	UHC-08079-42	3142689346	6858 Sage Ct, Denver, CO, 80228	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-112299	ENR	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-421575	CLM	Madison E Moore	2001-01-14	UHC-36940-63	4368344188	6393 Grand Ave, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122312	ENR	Christopher Dixon	1953-03-19	UHC-08912-57	9877276689	2285 Highland Ave, Charlotte, NC, 28298	0.60	Phone reformatted Street suffix standardised Address re-cased City 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-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
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426054	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62653	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
CLM-428984	CLM	Michelle Perry	1948-10-24	UHC-36131-73	5874278091	4869 Hillcrest Rd, Chandler, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21912	PRV	Joan Estrada	1989-09-22	—	7264451391	5173 Highland Ave, Nashville, TN, 37298	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426965	CLM	Keith Collins	1972-06-21	UHC-22597-64	6765631419	2439 Mesa Dr, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone 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-133594	ENR	Amy M Ruiz	1999-10-06	—	2805193147	2277 Highland Ave, Eden Prairie, MN, 55333	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
PRV-20887	PRV	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone 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
CLM-430625	CLM	Mark Simpson	1942-03-02	UHC-13339-49	5289967760	3103 Park Pl, Fresno, CA, 93717	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139886	ENR	Beverly U Vazquez	2008-07-09	UHC-36185-91	3547462014	815 Sage Ct, Mesa, AZ, 85283	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

9,084 rows, page 72 of 182Previous Next