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-421562	CLM	Diana Torres	1944-10-12	UHC-25888-68	—	7172 Desert Sky Blvd, Tampa, FL, 33668	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409040	CLM	Catherine Butler	1956-04-27	—	4239549224	9460 Meadow Ln, Phoenix, AZ, 85024	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424561	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	3592 Market St, Seattle, WA, 98120	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415928	CLM	Ronald Lee	1941-06-28	—	9266075385	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420131	CLM	Lawrence H Butler	1997-01-19	—	5236510574	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428028	CLM	Benjamin Simmons	1971-06-14	—	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423591	CLM	Kevin Singh	1994-08-20	UHC-44191-84	—	8045 Broadway, Mesa, AZ, 85252	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-422517	CLM	Emily Chapman	2008-06-05	UHC-47796-81	5373311459	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418875	CLM	Sofia Garrett	1987-05-08	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427278	CLM	Harold N Black	1953-02-20	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403625	CLM	Edward Porter	1999-07-28	UHC-26683-20	3213927755	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414209	CLM	Natalie Nichols	2001-03-02	UHC-43855-55	8589453355	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428038	CLM	Doris Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-423984	CLM	Roger Fox	1990-07-18	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430289	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425197	CLM	Olivia Stevens	1956-03-27	UHC-96381-35	4127724309	6766 Indian School Rd, Seattle, WA, 98105	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408329	CLM	Carol Vazquez	1949-01-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423123	CLM	Wliliam Webb	1965-09-27	UHC-32485-80	—	3487 Broadway, Las Vegas, NV, 89127	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407998	CLM	Jean Watkins	1990-03-21	UHC-72810-50	—	5101 Mountain View Dr, Seattle, WA, 98153	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431040	CLM	Anthony Gibson	1963-06-08	—	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427596	CLM	Joe Chapman	1943-05-25	—	—	1155 Indian School Rd, Las Vegas, NV, 89187	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420244	CLM	Ethan Boyd	1990-12-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422188	CLM	Marilyn Hoffman	1954-01-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409145	CLM	Jessica Soto	1970-08-06	UHC-35087-41	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428623	CLM	Martha Washington	2001-09-04	—	—	8987 Grand Ave, Denver, CO, 80200	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407709	CLM	Michelle O Luna	2001-07-03	—	—	2555 Pine Dr, Los Angeles, CA, 90092	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423017	CLM	Jennifer Cooper	1983-07-28	—	—	8673 Elm St, Denver, CO, 80270	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405128	CLM	Denise Scott	1963-12-28	—	—	184 Cedar Ln, Scottsdale, AZ, 85256	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414742	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	3136272862	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410660	CLM	Judy U Parker	1956-06-02	UHC-51982-77	7354265980	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423643	CLM	Daniel C Lawrence	1953-09-12	—	—	6349 Church St, Atlanta, GA, 30377	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-419794	CLM	Pat Fox	1959-03-21	—	6589475791	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408046	CLM	Lisa Johnson	2006-04-28	UHC-80619-85	8377681090	7537 Forest Ave, San Antonio, TX, 78270	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417993	CLM	Katherine Holmes	1985-04-10	UHC-14243-68	—	3359 Jefferson Ave, Houston, TX, 77016	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423617	CLM	Austin Harvey	1988-02-02	UHC-73934-26	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414494	CLM	Raymond Harrison	1981-01-01	UHC-40374-90	5546340159	5028 Elm St, Denver, CO, 80298	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400415	CLM	Terry Martinez	1970-10-08	UHC-27731-53	6723861608	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416529	CLM	Sophia Guerrero	1972-06-06	UHC-35263-16	3778730768	1068 Grand Ave, Charlotte, NC, 28226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410064	CLM	Carol Meyer	1997-11-10	UHC-94471-46	6348309702	9186 Broadway, Scottsdale, AZ, 85220	0.92	Date of birth reformatted Address re-cased City re-cased Placeholder values cleared
CLM-424890	CLM	Natalie Daen	1975-12-17	UHC-30692-19	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427778	CLM	Madison I Nicchols	1945-06-25	UHC-60294-10	6402278933	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402714	CLM	Sean Taylor	1968-11-08	UHC-43430-10	3083278017	8837 Willow Ct, Phoenix, AZ, 85071	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421356	CLM	Judith Brown	1945-03-10	—	5013301512	806 Elm St, Austin, TX, 78765	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401693	CLM	Arthur N Mason	1975-07-11	—	3373974367	5652 Jefferson Ave, San Antonio, TX, 78266	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425994	CLM	Diego Daniels	1994-11-01	UHC-36504-88	7765732386	1463 Maple Ave, Seattle, WA, 98121	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418319	CLM	Kith S Webb	1995-10-16	—	4146552867	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421505	CLM	Don White	1983-09-24	—	—	4638 Oak St, Charlotte, NC, 28217	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404432	CLM	Carol Rodriguez	1990-10-28	—	5772232872	6348 Broadway, Houston, TX, 77039	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416670	CLM	Noah W Hall	1946-05-18	UHC-25198-97	5488354315	7972 Forest Ave, Seattle, WA, 98119	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-407955	CLM	Joshua Hayes	1956-04-13	UHC-85275-22	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 174 of 212Previous Next