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
TPA-53195	TPA	Debra Jorden	1984-10-12	—	4698938683	1275 Lake View Rd, Jacksonville, FL, 32241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-123190	ENR	Raymond Reyes	1972-11-14	UHC-12708-34	4285472035	5870 Lincoln Way, Denver, CO, 80290	0.80	Date of birth reformatted Member ID reformatted City re-cased State name converted to code
TPA-58500	TPA	Gabriel Z Espinoza	1939-11-25	UHC-49887-40	2397741239	6048 Lake View Rd, Glendale, AZ, 85330	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
CLM-411516	CLM	Peter Wong	1967-05-16	UHC-98692-59	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-116211	ENR	Anna Fields	2002-09-25	UHC-54466-35	8406807203	8361 Main St, Houston, TX, 77038	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
PRV-28353	PRV	Betty Weber	1956-07-23	—	5507961997	9852 Spring St, Miami, FL, 33118	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-101753	ENR	Mari W Mendez	1940-06-16	—	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-138522	ENR	Angela Estrada	1999-03-05	UHC-45990-91	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-135231	ENR	Jimmy Holmes	1944-04-26	UHC-51529-10	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-135232	ENR	Jimmy Holmes	1944-04-26	UHC-51529-10	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-54098	TPA	Teresa U Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-139820	ENR	Jeffrey E Miller	2004-07-18	UHC-33912-09	4306541115	466 Ocean Ave, Mesa, AZ, 85245	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
TPA-51094	TPA	Jacob Wilson	1964-02-09	UHC-87096-71	—	1598 Lincoln Way, Atlanta, GA, 30322	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
ENR-109536	ENR	Lopez Q Adam	1969-12-08	UHC-12761-70	8645994886	684 Oak St, Columbus, OH, 43238	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-102358	ENR	Natalie W Harrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV, 89161	0.80	Name re-cased Address re-cased State name converted to code Placeholder values cleared
CLM-421191	CLM	Sara Wood	1953-02-26	—	3772660464	89 Pine Dr, Orlando, FL, 32844	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-27885	PRV	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St, Austin, TX, 78751	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-135501	ENR	Diego F Mitchell	1953-04-15	UHC-40873-35	2296800330	6096 Willow Ct, Seattle, WA, 98179	0.80	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed
PRV-24498	PRV	Doris Lee	1970-03-07	UHC-29225-43	—	5764 Lake View Rd, Charlotte, NC, 28211	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-106334	ENR	Laura Washington	1981-12-06	UHC-58390-27	7643736276	2126 Mesa Dr, Las Vegas, NV, 89127	0.80	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed
ENR-128980	ENR	Kelly Welch	1949-07-22	UHC-86290-81	—	3905 Valley View Dr, Austin, TX, 78756	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-121684	ENR	Roy Watson	1990-06-04	UHC-83152-41	5238271614	9508 Park Pl, Scottsdale, AZ, 85285	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
TPA-62796	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-115415	ENR	Elizabeth Grant	1992-06-01	UHC-04739-79	6785805174	3021 Apache Blvd, Eden Prairie, MN, 55386	0.80	Name re-cased Date of birth reformatted City re-cased State name converted to code
ENR-139126	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC, 28263	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-28381	PRV	Debra Rios	1947-12-07	—	—	9593 Valley View Dr, San Antonio, TX, 78244	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-117296	ENR	Alice Fisher	1970-09-28	UHC-66476-36	9418507322	8729 Park Pl, Houston, TX, 77078	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122185	ENR	Hiroshi W Gomez	1959-01-19	UHC-36681-84	8386919664	1741 Ridge Rd, San Antonio, TX, 78203	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
TPA-51078	TPA	Duncan Alexis	1974-05-28	—	8952710364	2572 Union St, San Diego, CA, 92170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-111939	ENR	Emily W Murray	1963-08-23	UHC-02083-82	9015664820	7357 Mesa Dr, Austin, TX, 78760	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-122205	ENR	Adam Y Jimenez	1987-02-17	UHC-06052-68	5072707810	263 Lincoln Way, Orlando, FL, 32830	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-113085	ENR	Lisa Porter	1961-07-05	UHC-43480-38	5394275875	5821 Bayshore Dr, Seattle, WA, 98178	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased
CLM-409434	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	2529296783	1420 Washington St, Las Vegas, NV, 89125	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409691	CLM	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-409364	CLM	Heather P Vargas	2004-10-14	UHC-46929-91	—	4373 Main St, Atlanta, GA, 30336	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-133250	ENR	Kelly Ross	1945-11-25	UHC-13220-97	5655189190	4065 Palm Dr, San Antonio, TX, 78223	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-139857	ENR	Bradley Z Duncan	1981-05-03	UHC-07915-53	3585047916	9484 Lake View Rd, Phoenix, AZ, 85010	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-135761	ENR	Nathan T Lynch	1954-09-02	UHC-03949-82	3142168911	9410 Union St, Columbus, OH, 43251	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-425166	CLM	Camila Hanson	2008-01-09	UHC-25006-69	9133989663	9600 Lincoln Way, Nashville, TN, 37256	0.80	Phone reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-141103	ENR	Julia Franklin	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-136658	ENR	Beverly M Martin	1939-09-14	UHC-82779-58	7907810395	5732 Harbor Blvd, Tampa, FL, 33628	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
PRV-21429	PRV	Josh Castro	2008-03-20	—	6165994210	5488 Union St, Denver, CO, 80218	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
TPA-58212	TPA	Catherine Coleman	2004-08-12	—	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-427049	CLM	Beverly T Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-117272	ENR	Marilyn G Nguyen	1988-11-23	UHC-42780-06	2712659876	7033 Palm Dr, Dallas, TX, 75277	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-420823	CLM	Lugan I Ruiz	2006-12-13	—	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-115867	ENR	Terry I Stephens	1975-01-06	UHC-40276-33	7365500542	6170 Baseline Rd, Miami, FL, 33147	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-128219	ENR	Billy Williams	1950-04-07	UHC-03915-92	2515010182	6354 Baseline Rd, Houston, TX, 77045	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-107108	ENR	Catherine Chen	2001-05-12	UHC-18869-02	4465809970	9049 Union St, Jacksonville, FL, 32255	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed

9,084 rows, page 167 of 182Previous Next