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-409433	CLM	Ahmed Le	2003-06-10	UHC-34122-14	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413682	CLM	Ralph Freeman	1952-05-12	UHC-01462-05	7995338931	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415927	CLM	Ronald Lee	1941-06-28	UHC-48449-29	9266075385	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408959	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-405363	CLM	Adam Spencer	1959-01-01	UHC-67983-85	2167382345	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-421784	CLM	Roger Dominguez	1944-05-15	UHC-71838-89	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400085	CLM	Denise Elliott	1948-09-26	UHC-47105-88	4197073922	7529 Camelback Rd, Austin, TX, 78795	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-400661	CLM	Ausstin Wilsson	1997-12-14	UHC-37909-57	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420603	CLM	Bryan Ryan	2005-03-05	—	8684279761	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413407	CLM	Linda Martinez	1949-11-21	UHC-20270-48	—	9175 Elm St, Seattle, WA, 98172	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417997	CLM	Joan Jackson	2000-02-17	UHC-61315-20	—	537 Sage Ct, Eden Prairie, MN, 55342	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410910	CLM	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424635	CLM	Dylan Welch	1956-07-05	—	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424634	CLM	Dylan Welch	1956-07-05	—	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408612	CLM	Matthew O Day	1971-04-04	—	2849282812	6402 Pine Dr, Charlotte, NC, 28210	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404849	CLM	Frank Richards	1949-06-20	UHC-87366-39	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416718	CLM	Jerry Montgomery	1973-01-26	UHC-61947-38	6969847323	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417938	CLM	Mary Cox	1974-07-26	UHC-49025-41	—	8749 Indian School Rd, Seattle, WA, 98151	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-410748	CLM	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429387	CLM	William Harris	1968-04-04	UHC-03532-97	5487647127	9249 Jefferson Ave, Nashville, TN, 37261	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405559	CLM	Sharon S Schultz	1984-02-23	UHC-49210-50	5962541537	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-410183	CLM	Alan Hicks	1983-06-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410852	CLM	Kayla Thompson	1963-09-26	—	—	89 Park Pl, Mesa, AZ, 85276	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-422590	CLM	Julie C Ryan	2001-03-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406953	CLM	David W Lee	1961-01-02	UHC-73882-26	5885345140	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415152	CLM	Cynthiia Hughes	1952-03-22	—	—	2167 Union St, Tempe, AZ, 85230	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404153	CLM	Olivia Fox	1976-01-11	UHC-47212-39	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425305	CLM	Kayla Martin	1981-02-09	UHC-86306-82	7303882240	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-401334	CLM	Andrew Fields	1995-03-23	UHC-34165-43	—	3129 Main St, Jacksonville, FL, 32261	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406658	CLM	Ronald Collins	1949-05-08	—	8446571260	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428794	CLM	Ralph Bradley	1980-07-27	UHC-94420-89	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-422733	CLM	Heather Hart	1960-06-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427833	CLM	Arthur Santos	1994-07-02	—	—	9820 Market St, Fresno, CA, 93776	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420203	CLM	Alexis Armstrong	1996-08-18	UHC-63561-95	6015868888	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409172	CLM	Gabriel Munoz	1938-08-21	UHC-75314-01	7786725001	1299 Indian School Rd, Glendale, AZ, 85370	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-415376	CLM	Mariln Stephens	2008-08-13	UHC-46235-78	—	7632 Camelback Rd, Eden Prairie, MN, 55376	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408269	CLM	Patrick Gibson	1993-10-06	UHC-07243-35	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411042	CLM	Douglas Cook	1941-12-04	—	2776792101	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423585	CLM	Joyce Daniels	1999-03-12	UHC-17507-69	—	6364 Broadway, Seattle, WA, 98142	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-428090	CLM	John Santiago	1976-12-27	UHC-15864-97	7796067011	535 Canyon Rd, Glendale, AZ, 85361	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406861	CLM	Green Luis	1980-09-23	UHC-26327-53	—	1792 Mountain View Dr, San Antonio, TX, 78270	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429223	CLM	Aisha Larson	1949-09-22	UHC-69901-39	2269639602	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429224	CLM	Aisha Larson	1949-09-22	UHC-69901-39	2269639602	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415890	CLM	Priay Hunter	1954-01-20	—	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-408318	CLM	Ray D McDonald	1965-06-24	UHC-98853-73	—	8053 Broadway, San Antonio, TX, 78293	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-432761	CLM	Tyler Anderson	2002-09-16	UHC-60331-66	—	7392 Main St, Sacramento, CA, 95838	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424223	CLM	Yuki C Ramos	1959-07-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411768	CLM	Alice Price	1963-10-13	—	—	4590 Sunset Blvd, Atlanta, GA, 30315	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-428138	CLM	Keith Gray	1963-11-18	UHC-41667-97	—	5446 Union St, Phoenix, AZ, 85020	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407187	CLM	Linda Obrien	1944-04-01	—	5585792710	3414 Canyon Rd, Nashville, TN, 37292	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

10,559 rows, page 178 of 212Previous Next