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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427619	CLM	Saarah Flores	1965-11-11	—	—	5323 Elm St, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431267	CLM	Alice Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404446	CLM	Sandra Kim	1996-01-07	UHC-76520-73	—	4930 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410248	CLM	Lisa Morales	1946-10-19	—	—	2095 Washington St, San Diego, CA, 92193	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425427	CLM	Alexander Guerrero	1960-11-25	—	—	4649 Harbor Blvd, Tempe, AZ, 85250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430334	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave, Eden Prairie, MN, 55360	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403294	CLM	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-428270	CLM	Willie J Sanchez	1970-01-27	UHC-64820-04	—	2285 Central Ave, Tucson, AZ, 85727	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416341	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430041	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct Apt 12, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-419194	CLM	Nicole Henderson	1995-05-24	UHC-56732-85	—	9832 Oak St, Phoenix, AZ, 85006	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-420723	CLM	Russell Fernandez	1977-05-25	UHC-14589-20	5935565458	1840 Camelback Rd, Dallas, TX, 75281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401739	CLM	Jack Clark	1994-03-13	UHC-43129-98	4248191784	8960 Union St, Seattle, WA, 98188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425003	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431728	CLM	Elizabeth Schultz	1981-06-12	UHC-50432-56	—	8960 Union St, Phoenix, AZ, 85065	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416820	CLM	Diana Chen	1971-06-13	—	—	3556 Meadow Ln, Eden Prairie, MN, 55313	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428177	CLM	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404877	CLM	Gary P Burton	1988-01-22	UHC-41264-81	3255307505	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-404531	CLM	Heather Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416003	CLM	Amanda Mendzoa	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406297	CLM	Sarah T Sctot	1944-05-16	UHC-34036-57	—	—	0.78	Middle initial moved out of first name Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-425462	CLM	Harold Maldonado	1966-10-14	—	—	9623 Market St, Minneapolis, MN, 55466	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401618	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421891	CLM	Camila Wang	1964-02-18	—	—	1186 Elm St, Sacramento, CA, 95806	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428511	CLM	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL, 33646	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400112	CLM	Joseph Richardson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412273	CLM	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407568	CLM	Daniel P Wong	1981-07-10	UHC-33833-96	—	4430 Meadow Ln, Jacksonville, FL, 32235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423441	CLM	Jack Smith	1950-07-24	UHC-36697-29	—	4569 Spring St, San Antonio, TX, 78247	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400960	CLM	Patricia Le	1963-01-08	—	—	9221 Sunset Blvd, Atlanta, GA, 30367	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431923	CLM	Brenda Wallace	2007-02-21	—	—	1270 Park Pl, Orlando, FL, 32880	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420878	CLM	Marcus Bryyant	1941-05-11	UHC-86247-06	2606215864	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-411592	CLM	Lawrence E Mejia	1964-12-23	UHC-44229-83	9603319548	8170 Church St, Tucson, AZ, 85727	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430162	CLM	Matthesw Alexis	1973-07-24	—	4255427194	676 Main St, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413129	CLM	Tyler Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-430553	CLM	Kimberly Evans	1974-07-09	—	—	6967 Palm Dr, San Antonio, TX, 78271	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-414681	CLM	James Wang	1961-05-28	—	9628729254	39 Grand Ave, Seattle, WA, 98186	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405415	CLM	Eric Ortiz	1941-05-10	—	—	8668 Desert Sky Blvd, Miami, FL, 33121	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421643	CLM	Brenda Smith	1940-04-14	—	—	4140 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405349	CLM	Bryan Stevenns	1967-08-25	—	6424924703	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403365	CLM	Grrace O Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411922	CLM	Alexis P Sandoval	1984-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421225	CLM	Joen Gonzales	1986-10-28	UHC-02734-71	—	4751 Cedar Ln, Dallas, TX, 75285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422331	CLM	Joyce X Mendez	1966-04-10	UHC-41945-99	—	1468 Sage Ct, Phoenix, AZ, 85078	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415474	CLM	James Reid	1946-05-05	UHC-71500-43	—	2593 Mesa Dr, Atlanta, GA, 30340	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more

10,559 rows, page 99 of 212Previous Next