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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101620	ENR	Wang H Hiroshi	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth 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
CLM-430674	CLM	Wayne Reed	1949-07-04	—	—	4643 Hillcrest Rd, Tempe, AZ, 85200	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-133132	ENR	Joan L Murphy	2000-05-01	UHC-51326-26	—	4518 Sage Ct, Jacksonville, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-412914	CLM	Margaret Duncan	1950-08-15	—	—	569 Market St, Tampa, FL, 33643	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124745	ENR	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-54048	TPA	Lauren K Sullivan	1986-10-09	—	8836385689	381 Park Pl, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140427	ENR	Lisa F Rogers	1955-05-21	UHC-24194-21	2286130576	6526 Park Pl, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth reformatted Phone 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
ENR-136533	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-58799	TPA	Douglas Luna	1990-11-25	—	3367183888	8652 Willow Ct, Atlanta, GA, 30367	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122986	ENR	Kathy Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410919	CLM	Ashleey F Espinoza	1996-03-07	—	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
CLM-428751	CLM	Danielle Chen	1977-06-02	UHC-81652-63	7695196551	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25868	PRV	George E James	1951-11-26	—	3958203155	4063 Willow Ct # 191, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27999	PRV	Alexander W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-130650	ENR	Hannah Vazquez	2008-07-21	UHC-72499-69	4685775622	5714 River Rd, Dallas, TX, 75295	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105454	ENR	Ahmed Rice	1994-04-07	UHC-03543-90	3435426191	273 Main St, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418308	CLM	Ethan Kennedy	1960-09-08	—	6747520478	3654 Washington St Apt 26, Tampa, FL, 33609	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-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
ENR-126318	ENR	Maria Holmes	1944-06-28	UHC-41418-76	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130228	ENR	Mason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-419980	CLM	Jeremy Roberts	1994-12-02	UHC-19875-43	—	9863 Sage Ct, Columbus, OH, 43260	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137834	ENR	Eddie P Hnry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104820	ENR	Ana Stewart	1954-07-21	UHC-76709-04	6204024044	2654 Sunset Blvd, Fresno, CA, 93776	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111621	ENR	Jack C Pierce	1958-12-15	—	4954680794	4710 Jefferson Ave, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127227	ENR	Sandra W Owens	1972-03-03	UHC-34059-29	4885278152	7000 Harbor Blvd, Chandler, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-61880	TPA	Doris Bradley	1942-01-11	—	4198625164	1142 Palm Dr, Austin, TX, 78771	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-408828	CLM	Grace Jacksson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+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
ENR-102554	ENR	Jessica Jimenez	1972-08-26	UHC-85188-23	6716536150	2680 Sunset Blvd, Jacksonville, FL, 32254	0.60	Name re-cased 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
CLM-418465	CLM	Brittany Rios	1946-01-13	UHC-10619-92	2496124145	5474 Hillcrest Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418466	CLM	Brittany Rios	1946-01-13	UHC-10619-92	2496124145	5474 Hillcrest Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24779	PRV	Joshua Porter	1966-08-05	—	—	6813 Maple Ave, Scottsdale, AZ, 85226	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118701	ENR	Henry Wells	1994-05-08	UHC-34465-23	2483558215	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone 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
CLM-425747	CLM	Hannah Gilbert	1939-08-14	—	—	1246 Ocean Ave, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117037	ENR	David Jones	1953-05-15	UHC-24557-62	5678440660	3492 Elm St # 220, Glendale, AZ, 85326	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136678	ENR	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128199	ENR	Kelly Griffin	1977-04-10	UHC-20670-78	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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

39,996 rows, page 85 of 800Previous Next