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-425756	CLM	Judith Banks	1949-01-10	—	—	3720 Main St, Orlando, FL, 32890	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417691	CLM	Sophia Martinez	1950-04-27	—	—	9261 Lake View Rd, Mesa, AZ, 85258	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-410225	CLM	Mateo Harris	1943-12-06	UHC-85653-70	7807643636	7925 Lincoln Way, Tucson, AZ, 85782	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-426639	CLM	Kelly Lawrence	2000-11-22	UHC-70984-66	—	6435 Jefferson Ave, Chandler, AZ, 85212	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400710	CLM	Jacob Obrien	1953-12-07	UHC-35819-35	—	8849 Cedar Ln, San Diego, CA, 92142	0.82	Name re-cased State name converted to code Whitespace trimmed
CLM-420985	CLM	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-419544	CLM	Bradley Berry	1994-07-25	UHC-89119-30	—	1406 Broadway, Orlando, FL, 32824	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419978	CLM	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St, Las Vegas, NV, 89106	0.82	Member ID reformatted State name converted to code Whitespace trimmed
CLM-405485	CLM	Luis Fernandez	1939-03-16	—	—	6230 Camelback Rd, Austin, TX, 78790	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-415837	CLM	Gabriel Long	1969-09-28	UHC-46388-29	—	8401 Market St, Mesa, AZ, 85201	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-431195	CLM	Timothy Long	2003-10-01	—	2673602144	994 Broadway, Glendale, AZ, 85304	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-417774	CLM	Patricia K Phillips	1964-04-13	—	—	6649 Hillcrest Rd, Plano, TX, 75021	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-415626	CLM	Philip Carroll	1942-06-22	UHC-25359-26	—	4716 Highland Ave, San Diego, CA, 92130	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-410795	CLM	Naancy S Carroll	1979-05-04	UHC-31589-42	7898429756	6414 Meadow Ln, Phoenix, AZ, 85091	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-423739	CLM	Alan Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-403149	CLM	Melissa Y Thompson	1990-08-26	—	—	9669 Valley View Dr, Orlando, FL, 32889	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-423719	CLM	Diane Schultz	1997-10-25	—	—	4295 Mesa Dr, Tampa, FL, 33680	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409964	CLM	Roger Vazquez	2005-07-09	UHC-14553-33	—	8024 Hillcrest Rd, Jacksonville, FL, 32261	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429441	CLM	Jacobs V Timothy	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-424664	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-412600	CLM	Crawford Cheryl	1953-01-26	UHC-10278-83	—	1039 Willow Ct, Los Angeles, CA, 90015	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-416979	CLM	Aisha Santos	1981-12-07	UHC-20680-09	8632051547	8512 Bayshore Dr, Miami, FL, 33184	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-413498	CLM	Marilyn Long	1948-06-28	UHC-02319-99	—	4006 Broadway, Eden Prairie, MN, 55374	0.82	Name re-cased State name converted to code Whitespace trimmed
CLM-408715	CLM	Diane B Hernandez	1958-05-05	UHC-01294-03	9364793791	3542 Ridge Rd, Orlando, FL, 32821	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401967	CLM	Nathan Carpenter	1959-06-26	UHC-33486-31	7788386260	3681 Meadow Ln, Scottsdale, AZ, 85218	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-431214	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409928	CLM	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407988	CLM	Katherine E Ford	1993-07-16	UHC-11119-53	—	9302 Main St, Tucson, AZ, 85720	0.82	State name converted to code Email lower-cased Whitespace trimmed
CLM-427235	CLM	Joseph G Turner	1957-06-14	—	—	4916 Camelback Rd, Tampa, FL, 33682	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419223	CLM	Amy Carroll	1993-12-13	UHC-63613-61	—	3972 River Rd, Atlanta, GA, 30398	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-421678	CLM	Yuki Gonzales	1983-06-23	UHC-45856-82	—	7979 Pine Dr, Charlotte, NC, 28244	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-413364	CLM	Andrew P Ramos	1951-09-27	UHC-09140-27	9076343928	2590 Market St, Dallas, TX, 75211	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-403831	CLM	Lori Wells	1955-02-07	—	4527102603	7001 Meadow Ln, Los Angeles, CA, 90036	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-417356	CLM	Paul Woods	2007-09-24	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-418316	CLM	Joan Anderson	1968-07-17	—	3468447514	3501 Washington St, Orlando, FL, 32868	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-418840	CLM	Jonathan Aguilar	1951-05-10	UHC-85529-50	—	2803 Palm Dr, Seattle, WA, 98184	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-417324	CLM	Emily Bryant	2003-02-21	UHC-96529-14	—	6820 Broadway, Mesa, AZ, 85277	0.82	City re-cased State name converted to code Whitespace trimmed
CLM-400754	CLM	Camila Munoz	1992-07-04	—	—	9042 Canyon Rd, Tampa, FL, 33697	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414265	CLM	Carlos Lucas	1965-04-04	UHC-26021-69	—	7146 Market St, Chandler, AZ, 85280	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-411469	CLM	Eric Butler	1965-07-03	UHC-18784-76	—	8200 Maple Ave, San Antonio, TX, 78217	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410284	CLM	Kenneth Coleman	1949-02-20	UHC-07479-77	4217988956	7743 River Rd, Los Angeles, CA, 90010	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415336	CLM	Laura Rogers	1941-06-08	UHC-88922-66	—	2821 River Rd, Tempe, AZ, 85203	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414271	CLM	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC, 28269	0.84	State name converted to code Placeholder values cleared
CLM-409291	CLM	Benjamin Moreno	2000-08-10	—	—	1642 Maple Ave, Austin, TX, 78737	0.84	State name converted to code Placeholder values cleared
CLM-418170	CLM	Gerald C Henderson	1955-08-11	—	—	7915 Forest Ave, Gilbert, AZ, 85218	0.84	State name converted to code Placeholder values cleared
CLM-424409	CLM	Hawkins Mariana	1972-08-08	UHC-75319-54	—	4059 Jefferson Ave, Glendale, AZ, 85337	0.84	State name converted to code Placeholder values cleared
CLM-411088	CLM	Lori Z Hawkins	1990-02-28	UHC-55156-14	—	590 Meadow Ln, Tempe, AZ, 85211	0.84	State name converted to code Placeholder values cleared
CLM-404169	CLM	Richard Matthews	1958-07-27	UHC-04859-74	—	276 Ridge Rd, Orlando, FL, 32857	0.84	State name converted to code Placeholder values cleared
CLM-404168	CLM	Richard Matthews	1958-07-27	UHC-04859-74	—	276 Ridge Rd, Orlando, FL, 32857	0.84	State name converted to code Placeholder values cleared
CLM-425205	CLM	Paul Portr	1941-07-27	UHC-28456-84	—	3884 Spring St, Fresno, CA, 93719	0.84	State name converted to code Placeholder values cleared

2,633 rows, page 52 of 53Previous Next