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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409554	CLM	Fatima Ramirez	1968-08-22	UHC-71900-08	—	3494 Hillcrest Rd, Dallas, TX, 75285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423045	CLM	Amy Andrews	1944-02-27	UHC-03390-19	5436882075	3903 Bayshore Dr, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412611	CLM	Jaremy Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV, 89133	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421049	CLM	Jess U Carter	1977-08-02	—	—	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430745	CLM	Ruth B Price	1965-03-04	UHC-95799-71	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417472	CLM	Patricia R Sandoval	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402899	CLM	Cheryl Carlson	1953-02-22	UHC-21115-04	6913630878	3405 Washington St, Phoenix, AZ, 85084	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406353	CLM	Janice Hunt	1974-12-06	UHC-70664-95	5448154823	3006 Pine Dr, Chandler, AZ, 85247	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400957	CLM	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-416346	CLM	William F Simmons	1940-08-12	UHC-29547-53	—	5435 Pine Dr, Tempe, AZ, 85229	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426116	CLM	Mateo P Sims	1959-11-11	UHC-98861-75	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427776	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418626	CLM	Matthew B Li	1961-10-17	UHC-62155-73	6165322624	1754 Hillcrest Rd, Austin, TX, 78792	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409436	CLM	Evelyn Owens	1967-10-17	UHC-31790-37	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-403860	CLM	Ken Burns	1940-06-22	UHC-20662-45	2882544160	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404353	CLM	Brenad Singh	1998-10-19	—	4368901966	7889 Union St, Seattle, WA, 98138	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426248	CLM	Charles M Hoffman	1958-06-21	UHC-08773-02	—	2378 Bayshore Dr, Mesa, AZ, 85275	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411814	CLM	Tyler Ward	1972-08-16	—	8378768207	421 Church St, Miami, FL, 33153	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414730	CLM	Angela Perkins	1940-06-04	UHC-30106-31	2719971511	4170 Oak St, Plano, TX, 75017	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417168	CLM	Santiago M Ferguson	1970-12-15	UHC-71174-76	—	2728 Hillcrest Rd, Fresno, CA, 93741	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430098	CLM	Valentina X Williams	1982-09-21	—	—	8185 Mesa Dr, Columbus, OH, 43287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428154	CLM	Gloria Yang	1940-02-03	—	2156718263	9382 Indian School Rd, Orlando, FL, 32871	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430144	CLM	Linda Watson	2005-10-21	UHC-57475-22	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413617	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405754	CLM	Catherine Sullivna	1992-08-13	UHC-40995-22	—	7457 Cedar Ln, Jacksonville, FL, 32258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403891	CLM	Munoz Maria	1974-05-22	UHC-02382-28	6357179000	7712 Cedar Ln, Tempe, AZ, 85257	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411023	CLM	Amber Lawson	1966-10-18	UHC-06484-17	—	4988 Meadow Ln, Sacramento, CA, 95849	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427546	CLM	Joe Hicks	1963-10-13	—	—	3667 Meadow Ln, Phoenix, AZ, 85003	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-430288	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr, Chandler, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405951	CLM	Carlos Salazar	1992-08-07	—	—	2954 Canyon Rd, Phoenix, AZ, 85017	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410405	CLM	Deborah Smith	1955-02-11	—	4476415070	805 Market St, Plano, TX, 75081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432324	CLM	Tyler Daniels	1980-04-06	UHC-58970-27	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407853	CLM	Carroll Carolyn	1958-08-14	—	7925228582	3600 Pine Dr, Sacramento, CA, 95890	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407854	CLM	Carroll Carolyn	1958-08-14	—	7925228582	3600 Pine Dr, Sacramento, CA, 95890	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417963	CLM	Camila Ryan	1986-10-28	UHC-46828-66	—	6745 Meadow Ln, Minneapolis, MN, 55425	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-420242	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401209	CLM	Ana Knight	1991-03-25	UHC-00824-54	—	3627 Lincoln Way, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401428	CLM	Brian Cox	1981-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413878	CLM	Diana Bowman	1949-07-02	UHC-94241-40	—	3258 Forest Ave, Tucson, AZ, 85742	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428526	CLM	Charles Knight	1979-09-19	UHC-25763-97	6246789528	6096 Maple Ave, Tempe, AZ, 85259	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413462	CLM	Matthew Fowler	1946-10-15	—	6606137410	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-411348	CLM	Alexander Ray	1996-05-06	—	6683690258	5159 Ridge Rd, Tampa, FL, 33639	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410336	CLM	Jacob Collins	1952-07-06	—	—	2742 Oak St, Gilbert, AZ, 85230	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428970	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426463	CLM	Martha Soto	1987-07-21	UHC-39559-98	—	1011 Lincoln Way, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407956	CLM	Hananh Nguyen	1950-03-16	UHC-03763-39	5528619404	8533 Camelback Rd, Minneapolis, MN, 55441	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432057	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426607	CLM	Hannah Daniels	1985-05-22	UHC-74283-32	3767732771	73 Bayshore Dr, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420524	CLM	Denise Ramos	1960-12-10	—	5257937763	899 Forest Ave, Denver, CO, 80256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431330	CLM	Harold Nichols	1968-04-05	—	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more

18,771 rows, page 144 of 376Previous Next