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-431542	CLM	Patricia Parker	1956-07-15	—	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407984	CLM	Jacqueline Riice	1971-10-10	—	—	4571 Lake View Rd, Las Vegas, NV, 89128	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-429729	CLM	Timothy Simmons	1957-09-16	UHC-07596-21	6864441659	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413320	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	2487 Maple Ave, Charlotte, NC, 28260	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426508	CLM	Joshua Z Hernandez	1953-10-18	UHC-18502-53	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417538	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	—	4946 Highland Ave, Atlanta, GA, 30301	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425814	CLM	Raymond Carlson	2003-12-03	UHC-95664-26	4156626976	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413513	CLM	Sara N Matthews	1971-11-11	UHC-28353-44	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430298	CLM	Alexander Snyder	1955-03-26	—	—	6314 Central Ave, Plano, TX, 75057	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401857	CLM	Samuel Myers	1979-04-02	—	—	2560 Baseline Rd, Fresno, CA, 93772	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409890	CLM	Joseph C Lawson	1981-02-19	UHC-26174-27	2454192338	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424324	CLM	Marcus Myers	1989-08-13	UHC-24628-03	4815776632	95 Lake View Rd, Tucson, AZ, 85700	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414364	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405835	CLM	Hiroshi Y Price	1975-01-23	UHC-21169-37	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422886	CLM	Randy Stewart	1955-03-05	UHC-05456-20	2529828935	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402777	CLM	Mason Z Moore	1984-05-16	UHC-30212-79	—	7231 Indian School Rd, Chandler, AZ, 85220	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-402958	CLM	Kayla Romero	1997-06-11	UHC-53695-41	5576177259	18 Central Ave, Glendale, AZ, 85309	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407674	CLM	Birttany Knight	1950-10-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402809	CLM	Adam Lynch	1996-01-24	—	2275445744	6693 Elm St, Jacksonville, FL, 32265	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423611	CLM	Mei Carter	1992-06-24	UHC-88572-18	4672594055	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430939	CLM	Betty Hayes	1945-07-09	UHC-18718-27	—	7497 Main St, Tucson, AZ, 85721	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406344	CLM	Patricia McDonald	1999-05-06	UHC-83176-81	5529164187	8188 Bayshore Dr, San Diego, CA, 92102	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414819	CLM	Amanda Martinez	1960-08-03	—	2975490507	7043 Forest Ave, Glendale, AZ, 85321	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408550	CLM	Kenneth Pena	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ, 85271	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408887	CLM	Lawrrence Wright	1939-01-02	—	—	8382 Harbor Blvd, Plano, TX, 75036	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409877	CLM	Ruth Owens	1988-01-27	UHC-38282-21	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407421	CLM	Gloria Fowler	1964-09-07	UHC-72716-32	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407162	CLM	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406303	CLM	Andrea Yang	1959-07-18	UHC-82520-81	—	5961 Canyon Rd, Tucson, AZ, 85778	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407326	CLM	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412699	CLM	Tylar Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St, Chandler, AZ, 85260	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410492	CLM	Mariia Silva	1963-04-08	UHC-08616-48	—	4127 Church St, Denver, CO, 80249	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421303	CLM	Chris Ferguson	2003-09-16	—	7735311242	541 Sage Ct, Fresno, CA, 93728	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405072	CLM	Dorothy X Hicks	1941-08-16	UHC-59594-14	—	2940 Baseline Rd, Houston, TX, 77027	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429244	CLM	Ncole B Jordan	1958-06-05	UHC-95049-23	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413040	CLM	Kelly Q Evans	1964-05-28	UHC-76873-84	6653851133	7134 Main St, Austin, TX, 78772	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421237	CLM	Jessica E Guerrero	1953-09-21	UHC-43793-55	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411454	CLM	Etthan Vasquez	1973-06-11	UHC-61918-98	—	9113 Washington St, Las Vegas, NV, 89122	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432184	CLM	Madson Allen	1995-10-23	—	2496439303	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411483	CLM	Valentina Marquez	1979-09-06	—	2702363731	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400711	CLM	Larry Contreras	1982-04-15	UHC-12711-13	5988309403	5780 Lincoln Way, Tempe, AZ, 85211	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-407321	CLM	Bryan Campbell	1947-12-03	UHC-92636-35	9889904699	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416475	CLM	Roger Z Gutierrez	1975-02-25	UHC-01201-48	—	5417 Sunset Blvd, Los Angeles, CA, 90080	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-406081	CLM	George R Fernandez	1959-03-23	—	8189960415	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413139	CLM	John Gomez	1972-08-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423392	CLM	Eric Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-423375	CLM	Eric F Taylor	1965-03-16	UHC-85425-75	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408097	CLM	Ryna Richards	1980-05-09	UHC-91216-27	7378308796	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412803	CLM	Wei Johnson	1982-08-04	—	—	8648 Spring St, Miami, FL, 33183	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-419246	CLM	Mariana Munoz	1971-04-24	UHC-53160-14	2672304254	8127 Desert Sky Blvd, Los Angeles, CA, 90086	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared

10,559 rows, page 163 of 212Previous Next