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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429817	CLM	Jacob Gomez	1976-07-10	UHC-45306-71	—	6461 Valley View Dr, Atlanta, GA, 30380	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-410531	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420424	CLM	Mason Sanchez	1953-01-04	UHC-38791-85	—	1884 Forest Ave, San Antonio, TX, 78278	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-142309	ENR	Fatima Q Jacobs	1975-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403274	CLM	Brandon C Pierce	1995-12-09	UHC-26578-78	8164806498	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404692	CLM	Margaret Miller	1941-01-12	UHC-71305-12	—	8565 Church St, Gilbert, AZ, 85262	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-129241	ENR	Frank A Payne	1995-07-16	UHC-69731-21	7224111339	1501 Washington St, Glendale, AZ, 85300	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-112044	ENR	Omar Green	1975-11-18	UHC-55015-60	7545319554	6592 Hillcrest Rd, Miami, FL, 33193	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29320	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29321	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405251	CLM	Randy Nichols	2004-09-25	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-410742	CLM	Gregory Q Hudson	1954-02-04	UHC-41204-86	5356368820	8058 Main St, Nashville, TN, 37262	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431982	CLM	Santiago G Pena	1975-07-25	UHC-63606-39	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57801	TPA	Cynthia Ford	1986-06-11	—	6936057795	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-120418	ENR	Vincent Bishop	1941-07-16	UHC-65761-48	2245069724	6350 Jefferson Ave, Charlotte, NC, 28215	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55338	TPA	Benjamin Shaw	1993-05-24	—	6359194924	4124 Bayshore Dr, San Antonio, TX, 78298	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60028	TPA	Tiimothy Carpenter	1970-04-07	UHC-24778-33	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed
ENR-123412	ENR	Aaron Jensen	1969-05-08	UHC-04939-84	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-61373	TPA	Lius Kelley	1998-05-21	—	8064647325	4043 Spring St, Las Vegas, NV, 89128	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-409321	CLM	Ann Obrien	1945-12-04	—	—	—	0.80	Name split from “Last, First”Name re-cased Whitespace trimmed Placeholder values cleared
CLM-415680	CLM	Shirley B Chavez	1956-05-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-119214	ENR	Laura Howaard	1997-03-08	UHC-87745-99	3688222370	1777 Maple Ave, Charlotte, NC, 28257	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
CLM-432510	CLM	Susan Perez	1938-06-23	—	—	8072 Sage Ct, Chandler, AZ, 85239	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-104624	ENR	Kelly N Shaw	1994-12-10	UHC-70062-36	6076675610	7662 Lake View Rd, Chandler, AZ, 85265	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
CLM-409860	CLM	Christian Lynch	1948-12-03	UHC-37248-01	2349623799	—	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
TPA-60225	TPA	Denise Vargas	1949-10-23	—	6146730135	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-104162	ENR	Rebecca G Phillpis	1966-11-25	UHC-96782-86	5047057126	2503 Lincoln Way, Miami, FL, 33141	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-128422	ENR	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-108352	ENR	Lawson T Michael	1976-04-01	UHC-31605-12	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
CLM-411591	CLM	Lawrence Mejia	1964-12-23	—	9603319548	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26032	PRV	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-102990	ENR	Thomas Rios	1948-10-16	UHC-86093-47	4266202085	9851 Hillcrest Rd, Fresno, CA, 93708	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400782	CLM	Fatima Cook	1975-03-18	—	7284883863	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-124982	ENR	Keith Robinson	1981-11-05	UHC-40022-20	9504651193	7321 Baseline Rd, Los Angeles, CA, 90066	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
CLM-404214	CLM	Janice Clark	1988-06-25	—	5189904977	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108767	ENR	Ken R Hunter	1970-02-17	UHC-04666-05	4315968454	7067 Indian School Rd, Fresno, CA, 93789	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
PRV-20319	PRV	Jason I Garrett	2002-09-09	—	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-408350	CLM	Mariana Fields	1960-11-22	UHC-96749-28	6022285654	3511 Main St, Phoenix, AZ, 85023	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24439	PRV	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24800	PRV	David V Davis	1948-04-05	UHC-44621-94	6969462810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-117573	ENR	Eric M Jenkins	2004-02-27	UHC-92029-18	4014251483	8967 Pine Dr, Nashville, TN, 37247	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-140867	ENR	Michelle Walker	1970-05-23	UHC-76125-07	4664126436	1165 Lincoln Way, Tucson, AZ, 85731	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26998	PRV	Jacqueline Wang	1950-06-12	—	4087750630	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59601	TPA	Patricia Olson	1953-11-07	UHC-37185-65	3932248539	941 Apache Blvd, Houston, TX, 77004	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401304	CLM	Santiago D Howell	1972-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63368	TPA	Janet Carpenter	1945-03-16	—	—	3704 Canyon Rd, Austin, TX, 78710	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60691	TPA	Scott Anderson	1987-07-26	—	2314012079	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-113511	ENR	Jean S Perry	1970-03-06	UHC-64894-57	7179792737	8115 Park Pl, Seattle, WA, 98129	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
TPA-56743	TPA	Alice Patterson	2007-07-08	—	3976284792	9575 Washington St, Chandler, AZ, 85258	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105502	ENR	Diego Morrison	1940-11-23	UHC-99934-30	5542714013	8734 Church St, Jacksonville, FL, 32268	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared

9,980 rows, page 171 of 200Previous Next