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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425046	CLM	Ralph H Morris	1971-12-28	UHC-47328-94	—	2055 Forest Ave, Austin, TX, 78718	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-401499	CLM	Judith Arnold	1968-02-05	—	—	5198 Church St, Dallas, TX, 75262	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-418562	CLM	Vincent Laawson	1948-08-14	—	—	2658 Valley View Dr, Chandler, AZ, 85252	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-407996	CLM	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.70	Phone reformatted State name converted to code Gender normalised
CLM-428695	CLM	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-404301	CLM	Eugene Delgado	1970-03-25	—	—	4758 Main St # 529, Tampa, FL, 33684	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-418976	CLM	Sharon Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.70	Phone reformatted State name converted to code Gender normalised
CLM-405400	CLM	Marilyn W Nguyen	1982-03-21	—	9505968736	6415 Broadway Apt 31, Tempe, AZ, 85256	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-428529	CLM	Marai Wagner	1975-03-09	—	—	5713 Indian School Rd, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-430899	CLM	Richardson Grace	1979-11-01	UHC-05731-22	—	489 Ocean Ave, Scottsdale, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-416224	CLM	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-423926	CLM	Ethan Wood	1961-04-06	UHC-73564-91	—	5108 Lincoln Way, Nashville, TN, 37258	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-429379	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-429378	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-431888	CLM	Diiego Evans	1964-06-28	—	4486606449	5946 Mountain View Dr, Eden Prairie, MN, 55392	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-430806	CLM	Omar Peters	1952-12-22	—	—	6842 Cedar Ln, Gilbert, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-421667	CLM	Richard Hamillton	2001-10-03	UHC-08968-49	2156053528	4119 Highland Ave, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-431806	CLM	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.70	Phone reformatted State name converted to code Gender normalised
CLM-425311	CLM	David Stephens	1985-03-20	UHC-15097-63	—	7357 Jefferson Ave # 517, Eden Prairie, MN, 55389	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-422438	CLM	David Wang	1968-08-14	UHC-66449-08	—	7085 Bayshore Dr, Atlanta, GA, 30360	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426597	CLM	Judy Robinson	1984-04-18	UHC-50698-88	—	1766 Maple Ave, Jacksonville, FL, 32258	0.72	State name converted to code ZIP+4 trimmed
CLM-407685	CLM	Virginia Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA, 30356	0.74	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-427341	CLM	Janice Moore	1982-07-13	UHC-20558-92	2056336310	7643 Union St, Houston, TX, 77017	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 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-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-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
CLM-406577	CLM	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd, Columbus, OH, 43253	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-432706	CLM	Patrick Wells	1969-09-19	UHC-81827-11	—	8113 Church St, Nashville, TN, 37297	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-401021	CLM	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402614	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430278	CLM	Euegne Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln, Tucson, AZ, 85708	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-429861	CLM	Sara Murphy	1953-07-01	UHC-72812-48	5945430014	8753 Palm Dr, Plano, TX, 75082	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
CLM-414802	CLM	Johnny Lynch	1985-12-18	—	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-405727	CLM	Matthew Fuller	1986-01-08	UHC-61724-23	3887455801	3540 Apache Blvd, Austin, TX, 78704	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-415646	CLM	Benjamin Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-422703	CLM	Dunna L Oliver	1964-01-19	—	6188729640	5562 Broadway, Seattle, WA, 98176	0.76	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
CLM-404687	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	1097 Oak St, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more

2,633 rows, page 43 of 53Previous Next