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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420116	CLM	Jose Mejia	1978-12-13	—	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418685	CLM	Noah N Franklin	1995-04-02	—	—	2280 Ocean Ave, Fresno, CA, 93710	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415062	CLM	Adam Roberts	1952-02-08	UHC-61455-54	—	6652 Lincoln Way, Tampa, FL, 33631	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432444	CLM	Shirley Whhite	1949-03-16	—	—	4682 Ocean Ave, Columbus, OH, 43208	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62109	TPA	Wiliam Colemen	1969-02-20	—	—	8040 Baseline Rd, Houston, TX, 77056	0.78	Two-digit birth year State code upper-cased Email lower-cased Whitespace trimmed+1 more
CLM-419910	CLM	Judy V Willis	1997-06-11	—	8972562951	1681 Highland Ave, Nashville, TN, 37215	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63575	TPA	Paul Henderson	1981-12-19	—	—	666 Highland Ave, Austin, TX, 78739	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-107416	ENR	Grace Perkins	1984-11-05	UHC-88398-03	7659802302	9217 Lincoln Way, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
CLM-411913	CLM	Brittany Black	2007-02-26	UHC-23779-92	6009825814	6856 Grand Ave, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-423710	CLM	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-405083	CLM	Judith Lopez	2002-05-16	—	3307270584	9047 Broadway, Glendale, AZ, 85316	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-128635	ENR	James Romero	1965-08-21	UHC-81194-40	—	5137 Valley View Dr, Jacksonville, FL, 32282	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420279	CLM	Maria H Certer	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-24121	PRV	Evelyn N Anderson	2001-02-11	—	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404316	CLM	Angla Waggner	1951-05-16	UHC-74137-63	—	2618 Camelback Rd, San Diego, CA, 92175	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-111410	ENR	Mazon S Morgan	1959-09-20	UHC-92144-56	3109640605	7780 Meadow Ln, Seattle, WA, 98189	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-132010	ENR	Douglas Stephens	1969-06-24	UHC-59681-63	—	2790 Desert Sky Blvd, Houston, TX, 77022	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-418043	CLM	John N Burns	1947-09-05	UHC-60801-54	—	4753 Apache Blvd, San Diego, CA, 92197	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-121889	ENR	Gerald C Foster	1992-05-17	UHC-44668-10	4127351902	368 Church St, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126492	ENR	Lawrence Butler	1997-01-19	UHC-58560-58	—	3866 Church St, Denver, CO, 80228	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428722	CLM	Danielle Chapman	1999-07-14	—	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-134149	ENR	Masun Q Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
TPA-50943	TPA	Russell O Wood	1958-08-17	—	—	667 Lake View Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-125775	ENR	Philip Ortiz	1998-02-08	UHC-37413-99	3162815095	9341 Hillcrest Rd, Chandler, AZ, 85242	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-102572	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-51290	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr, Phoenix, AZ, 85067	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
ENR-119086	ENR	Jerry P Richards	1948-09-19	UHC-20592-54	2136522293	738 Mountain View Dr, Phoenix, AZ, 85047	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139029	ENR	Ana N Sandoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56169	TPA	Gregory Hernandez	1963-06-25	—	—	1634 Park Pl, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411208	CLM	Rebecca Wagner	2004-11-21	—	9286205033	451 Mountain View Dr, Mesa, AZ, 85270	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422486	CLM	Stephen Y Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-140016	ENR	Janice R Hawkins	1961-01-06	UHC-94718-82	4102259380	8631 Pine Dr, Nashville, TN, 37288	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113414	ENR	Nicholas Estrada	1979-07-19	UHC-57748-42	7326835696	5564 Desert Sky Blvd, Seattle, WA, 98137	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
TPA-56207	TPA	Sophia Hart	1944-01-04	—	—	4177 Grand Ave, Las Vegas, NV, 89109	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-413972	CLM	Willie King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL, 33177	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-142007	ENR	Diane A Car	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd, Seattle, WA, 98102	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125815	ENR	Eugene K Shaw	1994-04-20	UHC-25447-95	—	2600 Meadow Ln, Los Angeles, CA, 90090	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104279	ENR	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-58223	TPA	Scott Hicks	1975-05-21	—	—	3977 Washington St, Seattle, WA, 98149	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410258	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	—	5889 Oak St, Minneapolis, MN, 55438	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-119760	ENR	Nancy Lane	1959-10-12	UHC-93380-84	6283874434	8901 Market St, Charlotte, NC, 28269	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28134	PRV	Kimberly Vega	1977-08-09	UHC-19644-11	9145563153	914 Camelback Rd, Glendale, AZ, 85367	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-127692	ENR	Mary Owens	1946-04-03	UHC-44249-01	8373443938	7422 Apache Blvd, Denver, CO, 80252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414760	CLM	Russell Gardner	1988-02-23	UHC-36460-47	—	8771 Sunset Blvd, Tucson, AZ, 85718	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-102093	ENR	Joan Peters	1971-09-12	UHC-81748-15	2955823386	2879 Camelback Rd, Eden Prairie, MN, 55363	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414466	CLM	Willam Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-108831	ENR	Bruce O Robinson	1945-08-13	UHC-07311-80	7333020034	2956 Spring St, Charlotte, NC	0.78	Name re-cased Member ID reformatted State code upper-cased ZIP missing+1 more

4,010 rows, page 51 of 81Previous Next